{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "my = pd.read_csv('maoyanfilms_clean.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "director_names = [] # 导演名单\n",
    "actor_names = [] # 主演名单\n",
    "for i in  my['films_director']:\n",
    "    if type(i)==str:\n",
    "        d_list = i.split(',')\n",
    "        for j in d_list:\n",
    "            s = j.replace('\\n','')\n",
    "            if s not in director_names:\n",
    "                director_names.append(s)\n",
    "for i in  my['films_actor']:\n",
    "    if type(i)==str:\n",
    "        d_list = i.split(',')\n",
    "        for j in d_list:\n",
    "            s = j.replace('\\n','')\n",
    "            if s not in actor_names:\n",
    "                actor_names.append(s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Users\\80423\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "director_films_count = [0]*len(director_names) # 导演作品统计 有评分的\n",
    "director_films_average_score = [0]*len(director_names)\n",
    "for i in  my['films_director']:\n",
    "    if type(i)==str:\n",
    "        d_list = i.split(',')\n",
    "        for j in d_list:\n",
    "            s = j.replace('\\n','')\n",
    "            for k in range(0,len(director_names)):\n",
    "                if s==director_names[k]:\n",
    "                    s_list = my[my['films_director']==i]['films_score']\n",
    "                    score = s_list.sum()\n",
    "                    num = s_list.count()\n",
    "                    director_films_count[k]=num\n",
    "                    director_films_average_score[k]= round((score/num),2)\n",
    "#-------------------------------------\n",
    "# 先把平均分为 nan的处理掉，联动导演的名字一起删掉\n",
    "a_df = pd.DataFrame(director_films_average_score)\n",
    "a_df = a_df.dropna()\n",
    "nan_index_list = []\n",
    "for i in range(0,len(director_names)):  #索引倒序删除\n",
    "    if i not in a_df.index:\n",
    "        nan_index_list.append(i)\n",
    "for j in nan_index_list[::-1]:\n",
    "    del director_names[j]\n",
    "    del director_films_average_score[j]\n",
    "    del director_films_count[j]\n",
    "#删除评分等于8分以下的\n",
    "low_score_index_list = []\n",
    "for k in range(0,len(director_films_average_score)):\n",
    "    if director_films_average_score[k]< 8.5:\n",
    "        low_score_index_list.append(k)\n",
    "for n in low_score_index_list[::-1]:\n",
    "    del director_names[n]\n",
    "    del director_films_count[n]\n",
    "    del director_films_average_score[n]\n",
    "#构成数据框\n",
    "director_high_score_df = pd.DataFrame({\n",
    "    '总数':director_films_count,\n",
    "    '平均分': director_films_average_score\n",
    "},index = director_names)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from wordcloud import WordCloud\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "\n",
    "director_wordcloud = {}\n",
    "for i in range(0,len(director_high_score_df)):\n",
    "    director_wordcloud[director_high_score_df.index[i]]=director_high_score_df['总数'][i]\n",
    "\n",
    "mask = np.array(Image.open('my1.png'))\n",
    "size = Image.open('my1.png').size\n",
    "dwc = WordCloud(font_path='/font/msyh.ttc',\n",
    "                background_color='white',\n",
    "                height=size[1],\n",
    "                width=size[0],\n",
    "                mask=mask).generate_from_frequencies(director_wordcloud)\n",
    "\n",
    "fig = plt.figure(2)\n",
    "plt.imshow(dwc)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Users\\80423\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  from ipykernel import kernelapp as app\n"
     ]
    }
   ],
   "source": [
    "# 高分演员\n",
    "actor_films_count = [0]*len(actor_names) # 导演作品统计 有评分的\n",
    "actor_films_average_score = [0]*len(actor_names)\n",
    "for i in  my['films_actor']:\n",
    "    if type(i)==str:\n",
    "        d_list = i.split(',')\n",
    "        for j in d_list:\n",
    "            s = j.replace('\\n','')\n",
    "            for k in range(0,len(actor_names)):\n",
    "                if s==actor_names[k]:\n",
    "                    s_list = my[my['films_actor']==i]['films_score']\n",
    "                    score = s_list.sum()\n",
    "                    num = s_list.count()\n",
    "                    actor_films_count[k]=num\n",
    "                    actor_films_average_score[k]= round((score/num),2)\n",
    "#-------------------------------------\n",
    "# 先把平均分为 nan的处理掉，联动导演的名字一起删掉\n",
    "a_df = pd.DataFrame(actor_films_average_score)\n",
    "a_df = a_df.dropna()\n",
    "nan_index_list = []\n",
    "for i in range(0,len(actor_names)):  #索引倒序删除\n",
    "    if i not in a_df.index:\n",
    "        nan_index_list.append(i)\n",
    "for j in nan_index_list[::-1]:\n",
    "    del actor_names[j]\n",
    "    del actor_films_average_score[j]\n",
    "    del actor_films_count[j]\n",
    "#删除评分等于8分以下的\n",
    "low_score_index_list = []\n",
    "for k in range(0,len(actor_films_average_score)):\n",
    "    if actor_films_average_score[k]< 8.5:\n",
    "        low_score_index_list.append(k)\n",
    "for n in low_score_index_list[::-1]:\n",
    "    del actor_names[n]\n",
    "    del actor_films_count[n]\n",
    "    del actor_films_average_score[n]\n",
    "#构成数据框\n",
    "actor_high_score_df = pd.DataFrame({\n",
    "    '总数':actor_films_count,\n",
    "    '平均分': actor_films_average_score\n",
    "},index = actor_names)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAOcAAADnCAYAAADl9EEgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOydd3yU9f3A37f35bL3DgECBBL23hsHiihFcFtn1f6sto5uq6211V/VWquWuhWQISpLZUOYskeA7L1zuVxu//54kiOXu8tdIFDtj/frxYvc83yfcc89n+/4TJHL5eIqV7nK9w/xf/oGrnKVq/jmqnBe5SrfU64K51Wu8j3lqnBe5SrfU64K51Wu8j1FGmD/VVXuVa5y+RH52hhIOC+alz7awryxWfRNirpcl/h/j7F1Ha2WXYjFWhSyvoAIsUiFzVGJy9WGTjUHm6PM3V4qicNk3oBIpMRqL0CtGIlWNbvX76uhtoWf3f0Ob63+iXvbLx9+nwW3jSV7WKpHW5fTRWO9iZrqJqrKGikvrqO4oIaCM1Xkjk4na0gSXyzfx3OvL/W6TuHZah677Z8kp0V2ez9F52v467/vISXD/7tY1VYMwO66DSjEKkpaz9BPP5QweQxqiZZkTT+abHVsqvqYdO0gylrPAhCnSsMgj+BI4y5mxy7BaGvgi4p30Ur1GGQR1FmrABehcuHaobIoRoZPD+o5BiWcRZUN/PWTrR7bjpwtJzsjzv35JzeNJy0u3P3Z7nAgEQeeNTucTp7951f87p7ZQbX/vrF6z3HsDgcLxmZf1PGf7jtCvckMQL3JTP/YSMK1amQSCcV1jVQbW0iPDMfqcHB9TpbHsS7sSCWRgAiXy47Nfh6JJBqJSIdCMRKbo4zWtm0o5UMAsLuciMUGrLbT2B1V2OxlXW/nonjt+S8AOJR3DgCnw0l1ZRN3X/+/7ja1Vc0U5FehUMrc2/oOjGfM5P688eJXREaHYLHYwOVi/q1juO5Ho0hJj2b/rvxur53WJ5qXlt3dbZv/uf2tgN8hWpkEwPXx92B32Vhf8QGxyhTEIgkmRzMt9kYarNXIRAryjYfRy0IBOGP8DplYjsNlp8JcSI2ljJkxiyg0nSQ3dBLbatYwxDCOynbhH2wYF/BeOghKOJNjQnn5kes9tt31/Mde27YcOsvKLUcAOFdWy9myWpTyCz/GubI6Xn7kevJOFLHzSAFherV737P//AoAY6sFgP4p0Twwf2zQX8Qf1z23jDVP3x5U2+KaRv60aguv3nu93zb3vrYSsViEVCJ0JPXGVkxtVrYcP+9uM6JPIgBLJw8NeE2ZREJsiA6AMI0ag1rJhMxUPv/uJCKRCK1CwaHicsZkJHsdKxZpcDgbkEpiUMoGIJUIvXOT6RMk4lAQSZFJU7DZSwBQKYbitDUjl/UBxO2j7aXz4C/muv/esfkERw8Wcv8Tczza+Bs5AcZOFTqdL5bv4/ihIqZdMyToaxfkV/Gzu94J2CYQNRaho9pbvxmZSE5lWxFh8ijCFTEYZBEoJWoq24qJUsYzOGQsConKfWxp6zlcOKlsKyZZncnmqk8YETadQ43bqLdWc7Rpj7ttXt1GRobPCOq79eq0dlJOBpNyMgD4+d/X8T+LJhFp0Lr3//ZfG1HIpCyZOYwlM4fhcsFj/7uaPz14DXKppFfu4eW12ymsbnB/rm5q4dG31ro/p0SF8ui1430emxRpwO5wcr6qnrToML/XeGHpbAwa4cfZdvw8p0pruHfmyIu6X6lYTKvVBoDD5eLbU+dps9kxWa2IRSKsdjsSsZjC2gavY2XSeHTiubhcNuzOWmTSFOz2MmLDX8Vs2YtCmolL1h+xSLhXu7MenXoeDmcjUkk8YnHIRd2zPxrqWnjzpfVodUoeWPg69bVGckdnkLf1NIYwDW/86SucLheF7cLyxoqHup1qBkNqn2hefPvObtsEM3JGKuIBmBt7GzanlfWVHxAmjwagylKK0d7I8LApvFf4IkZbI1ZnGwAqiZaqtmKkYhlZ+uFopHoUYjVSkYxmWz06qYERYdNQSQQ52FT1SdDfLWjh/PXb62lsaXN/Liiv59FXVgOgkEv54/3zPNrXNZsID9F4bLPZHchlEt79ah+niqs5X16HRinn12+v97peRnwEd87r+QvfVfCue24ZL999rc+2L6/dTt6ZEsrrmzFolKgVcgCefm89LW0WmlvbiAsLYVxWCgAPzhkDQGF1A5/u2AJAVWMLRrOFwup6WtqsxIbq+MWCKUHfb43RhKPdhTJGr2VIYhzNZgu3jBjMB3u+I0qvpcZoQquUex2rkGV5bZNLhZFJrRjjvU+sB0AqiUUh6x/0PQaipVmYlj//5HIeemoe3355hPuemM3P7nqHJfdPwW5zoDeoeeipeXz01lb6DhAE4VIFE+B8fhWPLnnT/bm2upmIKL1Hm6LzNQHPc7BBWLZVtBUhE8mpaishUhFHpCKeRFUGNpeVTVWfMMgwilBZFDXWcgAarNUMCR2PSqIhQyssbTRSPX10g8nQZWN2mNhXv5lweSwACrHK9w344Ie3yLvKVf6fEPzIedcsj8++1pwdtJgtyKVSxCJPDbHFakcpl7F09nCcLhcPvbSSPz98He9v2M+4QalkpcZ4nWtncTFHq6swKJWkh4ZhtFoobmqiqLGRUQkJzMzo42778fbDLPtmPxX1zR7nGPzIX91/R4VouWv6CODCKPvutwdQyqQsHDfY3e6DrYew2h3cMXWY1z2lRIXyhyWClrPztLagqp6Pt3/n85n4Y2hKPIMThV4173wJKrmMQfEx7DxbRGJYCDVGEwMTYrjcAQrVxrcxWQ4AoFHkAKCSZWG2ncbhbCZENZU2Wz4my0GkklDk0kTCNQsB+PBNYdQZkJOE2WSh78B47r/pde5/cg6xCaHc/dOZPLzoDcIjdRzKO88f/n5B8/rrRz9k77YzALhwgQu2rD/m3t+xbU7ur93bsoel8MKbt5OSEcWqnU+7t5cV1/HE3f/i+X/cjkrtPdPojtzQiR6fN1V9TD/9UAyyCAA+Lfkb18bdRaOtlpWlf+fO1GcA2FD5Id81bEcqllFhLiJGlURp61lWlb1JlCKBMvM5EtQZyMUKAJQSNcEiCvCj+9151/Mf8/YvbvG577WVO+ifEs2UoX08tj/40kpeevg6lHIpa3ccw+l0MWFIOq+u3M7Tt03n6X98yW/aOwGFXOg3/rF/HyqZjEqjkQkpKRgtVvaVlzIqQVC6TElN87jG6bIa3t9ykN8tnul1X89+sIFbxg9hQFK0x/aK+mZ+8d56lj2y0L3t9lc+5fe3ziQh3HNddverK9CpFMgkwhq5plmY1qZFh9NqsVJU08CsXEHR0jEN/iFgbNuJ2XYacKCSDQBALFJgc9TgcDYhlybgcBqxO+txutpQy7PQKkZ5nMNmtfPkPctQqeUoVDKKO00ny4rqkMklPPvSIoaP83wvOljz4R6KzlXzk2cvLEN2fXvSpymlpKCWB295nYTkiKC+X2lRLW+seIi4RP+6BI/2rWfZ1/ANUpEMh8tOhjYbjVTHgfpvmRt3OyrJhSXb0abd7mltubmAEFk4GqkwtS5pzWdf/de0OloAmBO7xL2W7cSVsXOu3HKEVovNSzDrmkwUVdajlEsprW5k/6kSfn3XLF7+dBuP3TwJiVjM5NwMfrtsIwDP3Sto++7KHcqHR4+QGBJCm82O1eEg1RCK3emkxWr1eQ97z5Tw6FtrOXS+nGZzG6Myk1DIpJwsqeaW8d6awNgwPcmRBjYeOsOMnEy2HjtPfLjeSzAB2qw2/nbvdajatdC+Rs4fklB24HA2Y3fUAU4cEmHmYceCy+VALk3C6igBlxOFNAmZJJY222n3sR0d/I6vT+BwOPnRjycxYEiS1zVOHC7mhSeXc8s9wig1e/5QROIL72VTYyv60OBHloTkCF7/9AEAjh4o5J1XNvGHN27zOWr++MZXgz4vQII6gwR1hsc2p8tBqsZ7nT9Af0E3Eqfy1EYnqvuQqPbdGQUiKOH859o9HC+o9NimUyvdCiGAAakx6NQK7A4nP/vRZADW553i9c92AFBZb+TWGYJpYdW2ozyxeAofbjxIYXkdf3h3EzKpFLlMQrNJUDrtPVnMiP5J7C0rZUyi8ENrZDJMNhsZYWGcb2ggLTTU6177xkey4Td3s/G7M6gVMkb3S6bFbGXRhCEcOl/G2r3HvUZOgMeum8Ddry7HYrfz0bbveP2++T6fRZOpjV0ni3jmg/VMHpTuoRACGN3P2+Txn8ThcvLHkx8B8FTWYr/tpJJwIrQ/AsDa7rggFYficDbjcBmRSxKRSaIQiWSIkKCWX7DrvvvaNwA4XS5GTsjkr7++8F7UVDYREqpBrhBeNblSxtkTgjLlvapmlj5wQXl25ngZ06/NCep7HT9UBMADC1+nqbGVVpOF2PhQt2bWarUDUFnaQFJaJBKJmEN7zgU9cvpCLPJtURCLLo/qJijhvOfaUYEb+WDWyH7MGtkPAKfThbi9l3x4gbDWu3XmUG6d2b0tsEMwu+JLMDs4dL6MV9bu4PNn7kAsFvHUe+up/nwHNU0mnr15qs9jDBolM4Zk8sz7G7h1Ui46lcKrTUOLGb1GydTBGYRq52Nqs/L39bsJ06n5/eJZVDW1sGLnkW6/T2fMDgt37f0TA0PSfO6vtzYzMXIw18SP4akj/yRMrvfZ7nxLOa8Pe4zPy3Zx2lhCkamSB/vMp5/e89k5XU5a7Gb0Mo3XObSKEe6/5dL4oL8DwG0PXXimrSYLBflV3HrfZJLTo/j5j5dx+4NTKS+pp+h8DUvum4xU5v2SnzhcTMGZSkZOyAzqmrNuGMqsG4ZSXdHI43e8zeJ7JzJu2gAiovVUlTXy8m/XAHDTbeOYOT+3R9+np5zef54N728HYMbicdhtdqqKahGJxYTHGoiID+P0fsEOLlNICQnXkT2+X8Dz9uq09l+HD3LH4AsPwuKw802BcFNZkVFEaTTsKC6i0tRClFrDzPSLG+794XS5ePebA8SF69Eo5bRarFQ3m3h43lj+vGor/ROj3B1EB21WO18fyeez3ccYlBzDht/czbvfHGDBH9/nxtEDmTusP6FaQf397dFzTByQRlldEyt2HSUqRMOtk3JZk3ecp99fT63RxMNze+Y40V+f7DGi/ebYMp4ZsBSJSMy++lNUmuvd+yT+euh2xVuyJhqxSEy0MhS9TMNzJ95nWvRQjjcVAPDs0XfIDc3kxsQJPbrHYDl6oJAP3tzCkvsmExVrwNxqpb7aiFQmZcrcwWzfdJyn7n/X7aCQminMYA7sOstffrWKJ/6wAKUqeEWOw+FEq1fx09/OZ++2Mzxx97+oqWoCIHtoCgAR0Xpams1o9cGbMHpKbXkDQyb0p7KwhsaaZhIyY5HKpLicLnThWtRaJRKp8Ns117UwYubgAGcUuGThLGpqRCwSkagP4Wx9HQBlxmZsDgf7K8opMwrrl73lZYyIi+dQVQWLBw4mVqu71Et78doXu8hNj2dYRgIvrdrGXa+uIC5Mz+1Th/HSnfP4+vBZnnp3vXvqqZBJWLXnOFMHZ/DK3deibR8tn7hhEvXGVlbnHefe11Zw70xh5nC6rJp7ZozkNx9v5r5Zo/jNx5tYt/8Uj107jinZGXy+9wTLvtnPnKFCrzhtcHCdz67a4wDk1Z0gv6WM/z2zEr1MQ7bhwoiqEMt4rO9NPo//zbFlANRYmohUhFBgquBY03lONBWSG9qHASHCOuiGhPGcNhb38KkG5vSxUgDWfpzHMy/ejFav4uc/XkbBmSoy+se67Znjpw+g78B4Xvmt4BTy8xduormplX+/9jW/fXUJ6X29tfX+sLTZePLeZQDo9CrCIrTMvmEoyelR6EJU5LdPnTeuOcirz6/jnsdmMmZK79l2O2OI0tNc14LD4UQXpiUuNYpDRSeoq2hg2rCxHPzmOKYmwRYcGqXnRN5ZciZ5r127ctHa2g6+KTyPRCRmYnIKT3+7iecmT2dnSREmm43Klhb2VwjrlypTCzdnDeJ8Qz3XZvZDKhaTFhrc/L+xrY25/36PSqPRa1+ywQDA6iWL0Su8p6JdWbf5KPOmDfL5ee+hQuJiQigsqaPVfEHZpFQIyp8Joy4I29qNR7h2xsX503Zgdlj4y+nlhLdPV80Oi8f+RHUUCrGMa+LHsKJkK4WmSl+ncU9rDzac4ZuqQ1idNiIUIdRamnmy/yJeOPkhAJOiBtNib2NmzHAA5ix7l9O1tR7nWnfbEvpHejqSV5tMPLT2c342fjzDE3o25f0h8Nedu3h19x6v7c9MnsQdQ4ObEu9df5h+I9LRh2k5sv0U1jbB60uulDFgdB8qCgXNtdPhxNTYSv+RHsqmKxuVAjA1NQ21THixI9Ua4nV6DlWW87d9e7hlwKCghfPn6zf6FEyZRMKb868DCEowt+3JZ9uefAztUxyL1c6OvWeRiEXERoeQMyiRnXvPcex0ObMmD+Cj1fu4aV4uep3QftO2kxSW1OF0uti65wyVNU2IEJGcEMaMif57wh+vXsPms+c8tu1/8H6kMpCKxEyOFpQgfzvzGenaONocVvQyDcmaaPe0NlkTTam5hla7hSS1MBKVm2uxu5wkqKM43HiW3NBMskPSOWMsYW/9Kfe1ysyCAB6oP8PSlAsmpg7/4M50fUsazW0sXb6C/No6Fn+6nKcmTeD23Mu7hrvSSP0EXDh7YFseMevCVNXXejIhI/hZgfu+AjU4WFuGTianuKWRqfE9WyOeqKnmZK3QY5wR15ITE8fwuATy62sZmxicVvO9Q9+x6exZn/tsDgc7i4RpWkZ4uM82ncnOiufDVXvJSBVebolYxN/f3cY107NJS47kg8/2Mm5EBvkF1az88iAjc1I4kV+BXCo8pnnTB2F3OHl3+R6SE8KRy6QsXTDKax0bLKYuypmxEQNZlDyVGksjnxZvcW83Oyw4XS4ezVwA4Na+3pdxLSGdjn8tfxXNtlb66ZOQiy/8tAkqYST8SeaN/PnUJzze72YAZGJvxYyok+NIi9XKbStWkl8rLFccTie/+2YLRyqqeG7GdFSyy9q3XzEkfn6/ngjn5SDg091ceoYGi5lJcemcb64jTe8tBC1WCw1mMxaHgwazGWO70/bBygpyYwTvl2aLhQ1n83ls1Bjy62u9zuGLQxUVPL91W7dtnvt2CwCpYaFMSEnptu3J/Eo0agWfrNkPwMB+cQzsG0dZRSNjh6ez+IYRVNW02/jsThqbzbSarUSECk7Lx06Vs3HbCW5fOJqPVu9j5sQsXvz7RqZP6E/uIN9a5e441lRAlv7CPe+sPUZlmzBS5oZm0mhtQSIWs658NxGKEP5w4gMATjQXAvDy6RXI2oXw/oxrebCPYP7ZWn2YRlsLNqeNVofFrXCqszTTbGt1X8/fiNFBq82Gw+n02r7m5Eny6+p464bridZqfRz5w0LqR9Hma8nnAn6+fgOhKmE29dNxY5FLeidooytXfWuvcpXvKQFHzvGxabQ5bDicLpJ13rbFPmHhbDp/llWnT5AVEcmq0yeobGlhYnIKN/UfwIfHBLvfYyPH0GKzkhxiQK9QBryx4sZG7l21Govd3m27joiOn3z+BSsXLyI9zP869ujJMvplxHDNdEEBtGr9YeJjDERGaNmx9ywhehUtJgsiEcRGhXDkZBnpyRFERQia5TaLjUfvnopYLCIlMZzY6BAev286x06XB/w+vjjVXMx96dcibZ9evjr0EQDqrUZeOvUJepmau9Lmsq/+FLtrT7iP6zzadrCmbCe3p87ixVMfIxGJuTttLunaOF7PX43DJYx+Komc21ODX3NGaTR8suhmHvp8HdsKCj3anaiuZv77H/LWDfPJiuo+E8H3HX9B/r6mtb/a/DUrjh13f95aUMhLc2ZflmcQUFv75sk9NFnbSNIaGB2dTJLWv/G/N2g0Cx5CCz78iIIG7xjGCakpXi9KB/F6PR/dspB4vW9jfVubjfdW5pEQJ3yH0UNTWf75Qe5ZPI7l6w7S1mYjKSEMm83BiTPlhIVqiIs2oGl3B1Or5NTVm8gvqObGuTls2HIClUpOzsBEkuP9dwr+FEIdU6P/FHes+IxthYUe2766fSmZEZ7+qg6nk199/Q0fHfZ2sFDLZPzvNUKw9eQ0384U/hjzxptUtbT07KZ7gV9NncLSnAtunO8e+o7ffP2NV7ufjhvLg6MuuOa9sHUb/9y336udTCLhkTGjuXfEcCSii9I/+Dwo4LQ2NyKe2Yn9CFWoabK2BWp+SbTabNy9ahV3r1rlUzBnZfbhnRtv4PHxvlM9lDU3s/iT5X5/cKVShlolZ/bkAcyePACDXo263eh907xc1CoZldVNJMeHMXxICg1NrUwZ2xeXC1wuOHyilLEj0klLjkAmlWAIUTNrYha795/3eb3vOzIfI6fDR2ctEYv5/fRpPp97q83GfavXct/qtRQ3Nl6W+7zcyH08BwB7l/X2uJRkwtXevr82h4M/b9/BLR99QklTU6/dV8BpbW2bCYlIzIyETLZWXL6X0GixcMfKzzhUXuFzf1ZUFC/OnoUIuH/kCKpbWnj3kHd4VklTE4s/Wc5HtywkUuPtprb4hhF+P98494KJoA9RjB4qjASjclM9/p86TlCVz54sRG/ccp13WNkPAZkPRYbT6X8mdf/IESilUn7froTr4KlJgiN7UrvN+YeGL601gN3RRTiTk1l32xIeXfcFeSWlXu0Plpdz7bvv86fZM5mekeG1v6cEFE6dTEGh0XsU602a2tq4bcVKjlb6zvWSGBLCvxbc4LaZAjw7ZTLVJhPrz3gngCpoaGDhR5+wbMENbieFnvKPQ/vIjophW3Eh01PTAdArlKw7exqpSMz0tHQOVpbTYDbjcLmIUKtZlHVpTglXGl9axq6jRVfuGJqLXCLhV5u/xgU8OGokt+UG56z+fcVXJwVgczq8tkVpNLy38CZe3rELgL/n5Xl46jRbLNy3ei13Dh3KkxPHB9SId0dA4Rwbk0qIXMXG0jPEqnvf5a7GZOLOlZ9xotp3KolIjYZ/33QjEV2mE2KRiL/OnUN960oA9pZ69mTFjY0s+PAj3po/n8GxPTcAN1ksmO02GtrMaOWCg0OZsZlEnR6ny0VlSwvxWj0uF0Sq1SgkPzybny/h7FAedcfiIYORSyQcrarip+MuPgnbo2PHYPIT9nc56erl5M8U4q+jkohE/M944XuPSEzg0S++cOtKOnjnwAEOlpfzt2vmEae/OLkJ+EaVm5opbmnA6XIh9RMyc7GcrKnhns9WU+HD+wcEwfzg5pv8jn5yiYR/tHsI3bZ8JUcqPd3b6lvNLP70U16ZN4+p6T1TViTpQ3A4XUxKTqW4WVhLpRvCqGgxuvc3Wdo4V1xPkj6EgqbLO7u4HFzMyNnBTYMGctOggZd0/YU9OP5kk5BnSiuNpMFagsleQ4p2NCLE2JxmGq2ltDma0coiiVJmUm8RQspszlYilBmUmA6il0Wjk8UQo/LUrCr8JJezOrxHzq6MT0nms8U/4s6Vqyjsoif5rqKCa957j4133O5zrRqIgMJ5pqmGBouZBK2BJqu5xxfwx+Zz53hs3Ze02mw+90dpNLx/803dmkbggtveewsXcOfKzzhQ5mnWMNvs3Ld6DQ+OGslPxoz2Sp3ij9HxicTr9BQ3N5JmEO4hr7yUGI1gdK8yteB0uXh42CiO11YzKi4xqPP2lGc2bfapJb1cLPr400s+h0Gl5MCDD/TC3QicbFpPsWkfACMj7qDOUkCYIoVY1QCONKxGJlZhdbZisteSoZ9IgXEnGXohprjeUoDdaUEl0WNzmnG4vN83pdS3GAQjnCD4d69cvIj7Vq9hX6lnLuCfjB59UYIJQQhnotbg7k1HRV96ILEL+EfeXl7asdOnHalDqfDuTTeSGBJ86katXM6yBTdy92erySsp8djndLn42+49HCwv5+W5cwlTBzZhJIcI99EhmAAj4xJ8th2b0HPvoP92jtRWcqhG6ChzIuMoNzVTbW4hQqmhxSY4+OvkCraVFSAWiRkZncC1ab79k5WSEETt1objjeuwOE3I7WpsTjNqaSi1beeQiGSkasdwtGE1g0Kvcwtzg6UInSyaNJ0QQ3zeuIN4tWfIlsKPcAaysXfGoFTy3k0LeHL9RtacPAkIpphLWY8HFM5maxthShWWIHuR7qhrbeXxL9d72dY6yIqK5F8LbgTwWmMGg1om450b53Pf6jVsLyzy2r+zqJh5777HS3OEPEWjk64K1eVCI5PhbFeVqKRSknUGSloaCVOqqG0zCW1ccnIj41FIJN3OaIy2KkLlwsBgdZrop59Oq6MBk62WlJDRVLQeo9XVgNoeRog8Ab0sDolGmFFppRFYnC2cbFqPCBGhcu8Zjr+R02Lv2Tsvk0j4y9zZJBlCMNtsHjbSiyGgcOZE9E6I0K7iYn76xVfUmEw+909JT+OVeXM9NLIXg1Iq5c351/Pw5+u8DP8AVS0tLPl0BQCLBmfzi0kTL/maV/EmUWtgeJQw00jWhZJXVUy8JgS700lMu2Kxvq2VaYkZNFjMbC8v9HuuAYa5bK8ScgDFqgdSZMpjRMQdHGn4DIujhWZbFWm6sTRYhSCIKvMpKtsEj6oWWxVSsZIkzQjaHE2YbN5+3Uqp79/f4gh+5OzMo2N7J4fUVd/aq1zle8pl1f9b7HZe3rUbgLf27fcbgnPn0KH8YtKEgMqavFPFnCiuIkSjJCU6jHpjK40tgpLK4XShVcmZO6I/comEv193LX/cuo239h/wOk/HXXx4+AhbCwp5fuYMxib/cKa41/QTnCAMqsA+yt1xtq6e3cWemRFGJiZ4ue/1FLVMxqGactocgvLlUI2VjJBwCpobiFHrMLavOTUyOcfrBdt2qt6/W6hEJCNBIziIyERKkjWjOFT/MYnqoVS3nWZExFKKTfvICpmDCwdN1gpywoSsES6Xk1rLeYpa9jAodD4Wp7dlwF/om9mPsvJKcdmEc29pKU9t2OTTDa8DpVTKczOmc31WcOkjTpZUo1LIKK1tIikqFIfTSXHNBZex/okX0vuLRSJ+MWkifSIieGbTZmx+1sxlzc0sXb6COT3DxxEAACAASURBVH0zeXLCBBJCfPvldsfQ1173snMFYthrf/e7T6dQ8N3DD/rd/8AowavpUoXo81OnvIRzWkY6dw4NXIDpYojV9PzZdpCh80z6HKce5PE5Unkh1rhjfQogEomJUmYSpRQShykl3jZHf8saf5aEK0WvC2eL1coft27jo8NHus1xkmQw8Pp113ilxOiOW6fksmLHEeLDQ2iz2pBLpYxtr2MC0GrxfpgLBg4g2WDg/jVraTD7NwV9efoMX587z11Dh3L/qBH/L9ahapl3Mi2zzXOd9eW67zAa2xCLRWg0CnKHpXLieCkhIWri4kKprGikoEBwIDGZLIwclUFmD3IBfR/QyH0nFftPj5y9tuZ0AWtPnmLGO8v4MIBgzuvXl8+X3tojwQQ4eLaUkX2TyM2IJyMugsRIT+eErp87GJ4Qz6pbf0RWVPeFcyx2O6/n5THlrXdYdvAgbT1Qpf8Q0fjogLq+kIlJ4RQX1eJygUIhpbqqCavVwcb1R5HLpSiUMqKi9URF64mM1GFqubzBEZcDqVjs/tcZk/W/YOQ8XFHJ77791q/TegdqmYxnp0zukWdIZ0b07bIuDIWMuMDpSUDwz/1s8SJe2rGTt9rDfvx1IDUmE7/7Zgtv5O3jnuHD+NFgwS7235KWowO13Fs4u07lHA4nObkptLXZGJKTwneHChk4MAG1Ss6Rw8W4cOF0CE8yNs5ARYVnVMa6U6d5ZN0Xl+9LXEYqjEbS//yXXj1nksHAt3d3X7Kwg0t626paWnhx+w5WHz8RME1fTlwsL82ZfdGO6L2BTCLh5xMnMDE1BYDHv9rgM3FYBzUmE3/YspV/7BUM2ktyhnBL9iCvaJebBw3qdn2y5XyBVyjRwkED/Rq//dndehtf0zlfJS7CwjUMHpKMRCJmwqT+HNxfwLARachkEsrLGmhpHy1bW63ExvZuzc//z/T4LahvFdZt/9i7l/e/O9zt1E8mkfDomNEA3HPxgai9TofzwRe3LeGZjZv56syZbtvXtQp5d17euYvX9uQxJzOTpblDGBIr5Ed6YoLvYrwd/Ni4xks4n5gw/j8ebK3zkbGwqyP6kBxPrzCZTMLI0RfCoZJTLk0pdRX/BC2cjW1t/HPfft49eAgIrMnKjYsjVKXkxe1CrZSO/7+PTEhNobSpifP1gZ3XbQ4Ha06eZN3p03x525Kgsv59X9HJvYWzxXLlo0Su4pughPNIZSVLPl3ht6pXZ0KUSp6YMI6bs7N5YcvWS77BK8Gw+Hjemn89nx49xv/u2k21Hy+mzjw0auQPWjBBWENLxWKPSBSj1dLNET1nQHQUz0ye1KvnvBysPiH4wx6r8owpvmNort+0NxdDMPmVOwhKOAfFxDA8IYFvz3efCeH6rP48PWlSUI7l3zckYjGLBmdzfVYW7xw4wFv79tNs8f2iDo6NuWS/ye8LOoXCw8TU3BaccDaahQD5O4flMq/dKaJj2ZJv/A6ny0GDrZrskLFkpzbgwsWwsGlB39dnXx0iMlyHIUSNw+5gyIDLE/XTwdk6ISVpV+GclJbKuOQLU/utaw8ikYgZN/dCDqIdX3yH1WJnyg29mxEjKFOKCPjznFl+g0azoqL46JaFvDRn9g9SMDujkkl5cNRIdt53L7+cMtkr9YZKJuWlObP9Zmz7oRGi9PQy8tchdWXNyZMcq6rip198xdS33mHqW+/wwXeHsdjtmB1Gqi2lKMVqlhX8jjPGQ4TKuzdjdUWjUaDTKJCIRVis3nqNb86dJ/3Pf/H4t+7UaR9nCg6dQo5O4a0ga+qhc0kHzz+wzOffvj7747/jDbvKVf4LCVohZFAqeW7GdO5Y8Zl7W4RazU/Hj+WmgQN9+sUOjInmuv6XXtnJ6XLx+alTXtvn9uvrN1t3T+jrww1OLZNxW24OS3KG8PU5Ibrlnf0HuaZ/P1K7qQ3a2/hKXTp72bsXdS6ZRMKpxx7x2GboMnI2tQU3Uqw4dsz9d4cm+pebvyavtJTbx6postUQKo9kVMRs5GIVrXb/Jit/1DaYMLa0kTOwZ1PavNOCDzbg9sOWSsSo5DI2HDjNwJQYJg1K9zjGl+YahHQ1Hbz93Fq+eH8HfYck09Yq6F82Lc/j1KEiEtKjOLTjNMMnZzHhmhzUWiWzEx9BH6ZhzuKx/PtPF2y9xWd8F6TqSo9MKRNSUrh5kODTGKJS8tCokX5dn0Bw0O5w0r4ULHa7T+F8YeaMi3Kz+7ZSCCfaWZtPbmgyu+qPIKm0oJLK0UqVVLY1caCugFlx2QwOTULXPrP93dyJtNotfFl+mKnRWawr+w6DXE1paz0qiZw4dSjjIoMr/hosvVmvw5cpq6s5x+50uhV/Wj+/7Ynqar85n24aOJA+uhCabHUUmU6hlGg43byfH2c83+P7VSpkKBUyFPKeWfw6fLABSmqbSIoM5WRZNXKZBIfLRWmtd/rKrtP7Djp3Vnc9fS0mo5m+Q5KZdpPg3zztphG89vRymhtM/M9fhLIXO786jEQq4cZ7J1NRLNSZqa0UfMAPbT/N4kdnBfU9An7rDafyUcvlmCxWpmamMaI9G8D1g/qzt/4wYkSEK0I52niKNG0y5eZKktRx9NNnkFd3CIVE+IFPGwsIlemJUUZS2VZDjaWOUHkIc2KndHf5y0KkUtC+RSi0nG6uJE0bxeSYLFaV7CdUrkEnVXJH+gQqzcIDrWoTfkyb04HJbkEhlvJR4W40MiVSkQS9TEV2aJI7CqM36U3h9DW78RXZ0qEg8iecnx495nN7ZkQE41OSMdobsTutxKvSqbGUcn3C/RSaTpCuDT47odPp4lxxDQP6xNJkNBMbFbxzw62Tc90VxhPa/bDD9Wr0aiWVDUYyYr217F1nEB00dlKWtbVaObL7LGcOF5PSV7BxGyJ1uFxCqb/aikYiYg2MnT2YsbMHU1vRyJ9+8h7njpdS1D5aLvrJDAaPzcRitqIIUCg4oHDuKigmRKVkWmY6d320ipeunw3AsabTlLZWEKeKosVuwuFyYHaYydL3obi1nKLWMtqcFuqsgu0wXG7AINNTZq4kXZtMq8OMWnJxuVUulQarYCoZbEgiVKHlWGMJmyqOUWsx4nA53YnMEtRh7K7JZ2z7aJjfXElOWAoH6wtI1kSglMqJVOhwuJycaCyj3NzAgJDerV8ZbMKtYPCVpjHMhyNEh6OJrzQxRouFlZ3KEXTmzvZaliqJhni14KgQrojlbMthYpWpPo95Zddu/rc9rLCDb+6+k4NHhWiZpLgwJH6SPvvjwNlSRmZecPVUKWS0tFlJjQ4lyqAlJcp7WeLPIaSu9YJwrnjja0ZOHUCfwYlsWp4HQESsgezRGVjarGxZc4AF900lb/NxKgprcLpc/OyVJbz1+9X8c8tTABzbe549m46iUMqYu8R3cvQOAgrniOQEIrUaDpSU8dT0iRwsFfLCzOzXlxa7CalIikIsJ0Edy7CwbNZXbGFE2BDCFaFUmKtRKYQvfbjxBLcmz+frqh0cbTqNy+XE4br01CcXQ0dtkmONJdyTMZmjjSWEyFWMUmVgkKupNDdRYW5kZEQ68epQPisRfHFnxg7irLGKYlMdd6ZP5MPCXdQpjIgRIRGJCJH1fmdj8yGcf5wl1DsJUfq3mb26O8/LLOCrVKGv5FMdHlG++PjIUS8HlI6UMte1h/5JRTKkIjmZuhxcuDjdvB+jvWfZCWOjQpDLJdhsDpqNPdOYjuzqg90JX4IJ+LUydH4WKq2SxIxoJBIxQycJ37W+qgmxWISkPZNh6blqMgcncupgIQBfvr+TwlMVfPTKRo/zTrlzQsDvEVA49UolJQ1N6JRKviurIK5TvGOcKoYkdRwAR5pOUdBSQqQinBJzBeGKUAwyHfb2PKgLE+dxtOk0A0P6EakIx+6yUdkWXCnA3sbSPv28KWkka0sPkqAOY0R4Op+XHiLLEE9F+3R2Q/kRZsZlk6YVomf21J7FIFfz4z7CVHxp2jh34qnVJQcYaPCdAOxS8BWHOi1dUGZ0F2z90eGjXtt8Kc98ZcWv9SOcDpeL93xk2b+1ve5I51Sb9dYKIIet1SvJNozjVLN3jZHuSIoPw+l0oVRI6ZPaMzPMxeAvZ1Vt6wWHlBvvnczWtQcBYV0J8OiLi9izQXjWc28dx79e+JwHfr8AfaiG5gbfziz6UA2GiMC5bAMKp83hQCSCYYnxfHPmvIezdodgAmSHCIqfNC70Wv30ninpR4R1znqmIkTWe54XPWFS9AUN8rUJF0owXJMgZEpL13q+DENCfWcdFHWqP3N94uUJUPaVnlHuJ89qZ3xpeaU+8tRGaLxfSn95njbm51PW3OyxTSuXs6RTUSCAXbXrON9ylFpLBTqpgTB5jMezCoZp4/pxrqiG9OQrU8EsrF04xSKRxzq/87S2M4//9VavbSqtggd+v4Ctaw/6FUyA5gYTW9ceZOK13VcIDyicSqkUnULBsYoqonQavwl4/z/wybId9M9O5GDeOYaOSqfgbDWnjpbSb2A8SrWcGfOGBD5JD/EV8OsvmqUzLh9xQjIfa84oHyOnr0JQLuC13Xle228fmuulTBkTMQ+xSMyo8DkUt55iZ81axKKeaVxPn6ti+76znMivZOSQFHcZxstFhyY7Qq32cN+sNZlwuFzu/b4EqrO3UEebidde+HzbE3Mv6p4CPrH8mjpMVivTMtOJDdF1azr5b6eu1sjRg4W0tVqpKG1AoZAilUmQSCUMGnLpOX190XV9p5BKg4ru8aXl9aUQitF5v/RVRm/h3HAmn5M1nuYTnULhVgJ1ptlWj0EWRZHpFHaXFSdOwuQ9i17ZdfA8Br2K2Cg91XXGoITzkXVf9Dh2dMXiReS0RxcBROu0HsLpcLmoaWnx+ZwuNwGF04WLeIOeA6XlnDlUy8y+Qq6WUSkXDMMLP/rYK9P6lWDQK3+7rOe/rn9//jJ3tvtzakY0SqUMEkWo1HJMxjYionQoVTJOHislNqH3nRO6hnAFa9f1peX15XJoUCpRyaQe6UnKu8S4usBLowpwe26OT/tgoek4WSGjyKv9ijTtIKKVydicPVPq9EmJoqK6Ca1GQVrSlQtLi9HqOIqnIq3C6CmcJ5sLKTMLHdXWmkNMiswhThWJ0dZKg81IaWs1ITIN2YY+NNtayKs7zoAQoRzIkaZzjAkfyLCwwM45AYVTKhbT2p6uIUSpZFhS75oKfkhkD01BIhHTarLgcrmIjNaTPTQFkVhEm/nyhFo1dXFEDzaqwZdw+prWAkRrdR51PrquK788fYbTtZ7KO51CwZ3DfK+zsw3j2Vj5AcPCphEmj6auaRcOV89Svhw4WkRsVAhFZfWEGTREhV+ZkctXBEq50UgOF0bXJpvJvWyYEjUUu8tBvbWZBquRqrZ6JCIxuaF9aXVY0Mk06GVaIhVCxz07ZhQVbXVB3UtA4awymogLER6MQipxm1JGJPW+ZvL7Tnxi93VbLgddHdH13ZhPOuOrzqa/UncJer2HcHZ4xbRYrcglEl7ctt3rmHtHDOu2o1BJtMjECsrM5wiVR3PW6K3l7Y7s/gnUN5pwOV00NLZeMeH0lX2xpEtR4JzQPuyuFRwxysw1tDms3JY6h0MNZ6izNmFz2pGKpeCw0Gwzcbgxn0ydMNNssZuDquQGVx3fr3KV7y0BR87/mSzUIdx+vohFuT+s4rA/VGpMJiI1GowWi5edM1QZXEier1IC/upQJhlCwLu0DEUNjWwrLPRKsZIQoueubnLb7qn7kkLTcRqt1dhcVgYbxjMsbHpQ992BqdVCQoyB+Njg1/HzB2QxIECGxa4kdJnG+spxVdRl5DzceNb9d521meyQdA42nKbO0kR/fQpnjMUoxDLy6o4Tp4pgZPgAd90Yg1xLncVz2eCPgMK59WwBSpkMlUzKtnOFTEhP8WozISWFBP3lS+x0uaNS/DE0Pi5wo16gYz23/kw+G87kIxKJ+OK2JdSYvJ0Bwn3YJX3h0z7qVzh9J13bW1rK63u8zSdPTpjQrTlnVPgcKs3FTIm+GbOjhd21XxKrTAnqvjsID9XQaDRjMltJSQgu48Sk1FTm9evbo+t0JcVHxFFhg6dwjgjL4kRzAQA5okzGRwr2+/31JwmV6+mrSyZUriNdG8+I8CwKTRVk6QX3xUMNZ4hTBafgCiicW84VEKpSucuhdbg5DYyNdrd5aPQon8dWGo1u466/FyMYejsqpTOFDQ0+f5DLzZHKSvJKSll/Jt+rZ+4TIbyMNSZvk0aw1dd8Vcjyt+b0FwL30o4dXkmmhyfEM6dv95E3VW3F9NcPp8FaDcCw8GmcaN7bo0wILSYLJ/MrGTE4Gan0yq2+kg0hyCQSjxmLr6oFHcLWmQ4NbDqC0nRSVK5X25zQ4KOWAgrnyKREsuNjaGu3t/mLVOjKnuISHl63jtxYYfR5/bprvnfZA9acPMnjX67n1pwh/Gz8uCua5f3Olav87nO0a1pLmrynP3FB2tt81Zb010FmhPtWdHUVTLFIxLOTJwe8do2llHhVOuXm8ySp+3HaeABxD6uim9tsZPWJJTMtmogwbY+OvRQkYjGpoaGc6aSdrjGZqG81X/EsHwGFM6+4hLO1dZhtNsQiETP7CXbOKJ3/B/bOgQO8sHU7DqeTze2Byo9/tZ6X5swOurL05aSjJ3xm42acLhfvHjzE5rNneW76dCakpvTadSqNRrYWFnK6pmc+xB1C0XWtBxAXZLIpX9kR/Xl3JRkMKKTSgMViFw3OZkB04DXdwBChBF6oXJhd9WTE7KDVbMXUamHn/nPMmzqox5Epl0K/yAgP4QQ4VVvDmCtczzWgcE5KT0WvUuJyubDY7R7TWV+8sHUb/9zn7eS89uQptHI5v5ve8x+qN2m12XhwzefuvzsobzZyx8rP+PXUKV6+osFgsdvZV1bGjsIithQI65H82uDsWV3pcEY/W+d9fLBJuX25/flLVi0WicgID+N4VbXf88XqdDwZID9vb+JwOikqrWdodhKHjpcwLPvyeGD5YkB0NGtPei6jTlT3XDj/uG07RouFRdnBdWpdCSicuna7WpRWQ4IhhC9OCEmU5mb5XngvGDiQT44c9Zko6sPDR9AqFFf0R+6MC/jZV+u9DOod9IuM5IYBvkuf+2N/WRmv7c5jb2npRddWyYoSnLtn9unDzD593GvOriOuWCQiOTSwcFrsdhw+3Pe6U+IMio7uVjifmzHtirpu6rUq5k4diMPRe/GswTIo2nsAOlReDvQsuOF4VRU7i4r56PARd52em7MHsXDQwKB0MAGFc93x0/x4zHDO1daTV1Qa8IQZ4WG8dt013LHiM59eKm/u3YdeoeD+kSMCnqu3eW33Htafyfe5L1Kj4a0bru/xC1jdYmJbYWGP7yU7JoY5fTOZldnHZ1BzU1ubh2MACIqbYH5Uf3l3uyvzMCgmmo+PeIeZgWCimJjqO1gaYOlyoVL4mKQkFgwaGLTSqjtmTOjP9r1niQzXMrj/lXV4yY6JQSIWu9f+wEW5p3bW8p6oFjq+X23+mhl9MnwGHHQlcLB1UgLnauspa2om0RBCeXNgG82YpCR+O30qT23Y5HP/n7fvIEarZX4PR6lLYe3JU7y8c5fPfUKp+uuIvQjnZn/KFF8Mjo1hdmYmc/pmBkxUvKu42CuupH9UcOFT+8vKfG73FVgNQljgymMnfO5Ty2QBk0J/VyGk4NhZVMxfdu5iTFIiCwcNCqjV7Y693xUSEapBJpVgbrOhUl45ZZ1KJmVgdBSHKy4k4qoxmThbVx/07211OKjwUYdHKhYH3XkFFM64EB3VLSbsTiexIbqg7Ww3DxpEYUMjb7YXAerKzzdsJFKr8UjYe7nIKynhifUbfBZb6sjJmx1zcTUlU0NDkYhEPqeRIGT2m9e/L9f06+dzhPTHxvyzXtty4wLbXe1OJ+/4qOYN+O18frn5aw6W+x4ZWm22bhVFNofDwznf4XSyvbAIl4tLEs7oCB1qtZC3dvfB80wZc2n2y54yNinZQzgBvjl3LmjhLGpo9BkZFKPTBq0UDSicRouFhlYz9a1mGlrNFNQJU60+kYENw09MGE9R+9C+Id9zOml3Onlgzed8fMvN7jXX5eBUTQ33rV7rt7L14+PHMTvz4l8imURCosHgnoImhOjd6UCv6dfPvX7sCXank2/PF3htH5WUyP6yMvfUO1ytRiOToZRKcbhcHK+q5s87dvjNjJcTF+u17d2Dh/wm7Org63Pn+dFg395h/lKaRHejzQ+G+NhQDhwpItSgueKCCUKm99fzPB0w1ufnc++I4UEd76+ie2JI8FX2vl+Gx6tc5SpuAo6cY1M9p51D4r17X390TBkBzn9Q72VaMFmt3LXyM1YsXtSrxWI6KGxo4LblK/2WGFiam8N9vaCYGhofx6jEBK7PymJYQnwPE3J4s6WgAGOXe04yGOgbEcEdKz7rsQKqo4J412n19sIifh9EsanVJ074HTn95RuK0V7ayKlRyZkwss8lneNSyImLJUKt9vh+hysqOVlTE1RF9rP1vs1oqUFo2zu47FVaO7xu/n7dtVz/3gdelcqqTSae2biZfy24oVevW2k0smT5Cp8vz/wsQRH1yymBvV2C4U/t2fB6C19rxpl9hHxMwxLieyycD/gounSgrJwH1qz10Ej640BZuV9liL98QxejXLvc2J1OqlpaKG82UmE0Ut7cLPxvNFLeLChvKoxGVt/6I5IMBub268u/20tedvD2/gP8eXbgpNDn63xPa9PCglcgXrE66qmhobw0Zzb3rV7joZgZnZTkkW2gt9ApFAyIinY/9A6mpqfxx1kzAC5phFu5fC8njgmmpf5Z8Wh1SlQqOXa7A7VasA2Xl9UjkUpw2B2IxWLmLwi8XjlWVUVeibfJamamMIrk+lg3dsfCQQO9FDMnqqu567NVXl5EUrGYQdHRHKqo8DrPP/ftc6fk7ExZs+8yC/6KXl1O8uvqWHfqNBVGo1tTWmlsobLFSEWzkdrW1qCSdJc0NZNkMLBw0EAv4Vx74iT3jxxBegAhO1Pn25YezKjbwRUTToBpGencP3Kke6F9z/Bh/GzC+MtS8Vojl/P366/ltd17eHnnLlzAyMQE/nbNvF7x8U1Li0IkAqfDRUZmDLt35pOcHE54hI6mJmG0bmuzkZoeSpvZRm1NcLVCfHlXZYSHuatoD4iOdncq3b1mapmM+0eN4P6RnqPm2bo6li5f6TVtBiGQIMlgYOFHH3vtW3XiJPcMH+ZVk9Sfae1Slikul4sGs5kak4na1lZqTCZ3hE6tyUSNyUS+D++pV3fvuehrdqbDbbJfZCQjExPJKylx73O4XPx68ze8t3CB3+PNNrtfl81gzWFwhYUT4LFxYzhXX8+8fn0vSdUeDCKEiJmsqCjeOXCQN66/NqjMdcFgMrXR1NiK0+mixdjGoOwEFAoZIrEImUy4RmioBrlMSk11M/qQwE7TRyor+cJHGbs7hua6BVKvULjzxNaaWrE7nThdQrSgSiolXK1mcGwsk9NSvfL7fFdRwV2fraLRR1m7n4wZ7bY7dxR26uxJ5XA6eXrjZj66ZaGHKcCXVlIEJHRa37ZYrTSYBY1/vbmVhvbr15vN7Cku8Tp++jvLerUMRU8p7eTT/OjY0Sz62PMedxUXuyu8L83N8Tp+W2GBlwNOh9ulv5osvrjiwikWiXj9umuu6DWnpKcxJT2tV88ZYtAwZ57ww1RXNxMaqkGjVXDmVAWRkbr2NtGo1XKUSlm3bmgdr+Fvv/nWazQ0qJRcn+XprPHrqT2rL7O13df3wbWfe0WagDD1fWTMaPfne0YIRWAf/3K9R7v9ZWX8dccu/mf8WPe2Ds+XzkTrdG5vpKLGRqa89U6P7vdKCqZcIiFGp3OvkeN0Ovp3CtgekZDANf36eYUsPteuSIvT65mWcaFimcPp5O95e72uMzyh57m3eiycHRnvfEU9XGkud/Y9f+x/8H4GZV/IPhgdc2GUGDk6w6t9eIC0jmvaS54fKvde6y0ePLhbt7tArDp+gic3CKUAfCl/rs/qz3MzPLMUXNtup31z736v6IzX8/Kwu5zcN2I4m86eo9RHWFtGp/VYYkhIUBEvvU1HGtAorYYYrY5YnZZYnY5YvY44nd79d7haHVD38JtpU9hXVkZlJ4+fjpHxgTVruWfEcJbmDCFCrebpTZs5WlnldY5RST2vzH3FR86reFLX2srzfswZoSoV9wy/uFLmdqeT57dsY9nBg37bzO2byZ9mz/LyWOnQAfx66mQWf7LcazR/c+8+v55fILgpdiAWiUgLDfXKeXspqGUyorVaYnQ6YrRaonVaYrSC8AnbtUS0+672hjYjRKnkL3NmsWT5Sq8OzuFy8UbeXt7wMVp2vt8ZGd6ddiCuCud/mF9s2OjXVvjo2DF+i7p2R1VLCw+tXefXJQ+EEfNPs2Z2q4wbmZjIncOG8rYfd0B/jE9J8ficER4eUDjVMhmRGg1RWg1RGg1RWi3RWi1RWg3RGi1R7XbTGJ32igbFdzAyMZHfT5/GUxs2dquI88XiIYMvKqLnqnD+B/nw8BG+Pnfe576M8HAWZQ/q8TltDgc/+mS5V0RLZ+4eNpSfT5oY1Kjy5ITxnKqpYWdRcVDXTwwJYViX9dXUjDSUMimRag2RGrV7VIvSaojUCP/+EwLXUxYOGohCKuGpDZuCDg9MDAnhYT9pfALRY+HsCB262NjF/wb85eLpKatP+I4EEQG/mjr5okw+MomEV+bN4bYVK720smKRiJ9PnMBdfpJB+0IiFvPG9dfxwJq1bC/0kaKvC4+NG+Ml9L1V4fz7wHX9+zMgKprffP0NIGhu/ZFkMLBswQ0XHQd71bf2Klf5niLyVSquExel035n5wFe3LAtqLZ3jB3Kv3YGXtN8+/g9xOiFdcfzX23h3d2HAhzhnxlZgrfNK7fM89q3+1wxd/57ZY/P+ZOpY7h/oreb7Rj9egAAIABJREFUXHeYrFYeWPM5O4o8R6SlOUP4VQ/NJV05U1vLok8+pdHc5rat/XXu7G6DprvD4XTyerviw9+sadHgbH7/H05Dc6U5WlnF2pOn2FtaSkFDA06Xk9TQMGZl9uH23JxgR02fK4zLsuacPTCT/jGCJ8QXRwWjep2plaWjcnh2zSaWjs6hT5Rg6NYo5IhFIt7esZ9Hpo5xp0XpSucqzpP7phGhDRxJ3plTlTV82X4vGVGBw7hmDujDgLju8yUB1JvMLNvVM4VJBxq5nLdvnM9jX3wJCDVJ0sJCeXJi4KrHgciMiODfC27kd99s4cXZgtudv/y0wSARi3l49CgWDc5m7cmTHCgrp9bUSrhazTX9hZCuYEPvilqE8g6byp9ietwfSNb2LG1Nq72Obyp+xbjon2GQB44H3lX9F6xOE0PD70Yn65n7oz8cLsFHPDNSySPhfbG5krA727A5zbQ5Gmixn+dI425a7FWYbNW02AV78MSYp0jUjO7u1G4ui3DGhuiIba+vcqxcsPlIJWJGpyehkssYEBfN0OQLSoNWq423d+zn1lE5aBWBe5pRaUmMSgsu2VKbzc6r3+5mw/F8YkJ0/OaaqUzIDDx6TMxMZX7OgIDtztfWX7RwgmCPe3meUL9RIZGyNHfIJdk1OzMwOppPFt3cK+fqIEKt5s6hQ7mzm4zvl5tzxo1Umg+zpvgeJsQ8Tap2ot+2RlsFp5rWohDrGRP1WFDnLzBu4euKZ33uGx/9JHHqXD4pCO65ihCjlBjQSgXHBrsr+IJXl0U4yxqbmfaXt722f7LvCAC3vv0pANF6LVsev4cWiwWxSNTrCaR2nC3iN59/TVljEzcPy+bxGePRBCH8nXE4nfxx/YUp+i9mT6K3XYE7zBkd4XVX6Z5BoYtwupzsq/0HX5c/y9CIu8gJu81n2wN1b+F0ORgR+QBycXBhbBpZFGm6qZ22uChs2YbTZUcqVqCTxZKuExw3ZGIlcrEWuUSHXKzlvPFrKs2HmRr7W6JV2Sglhh7n7O3gsplSpBIxb9463++0ViaR8I9tguG2uc2CRiHvtZe+ztTKC19tZd2RU6SEh/LuHQsZlnKxpQtFNLaXHv/8yCkaW808f8MsJOL/fP7d7yNnmzeypfJ3QbffVP5UwDaTYp4lQz/DY9vgsMXoZDFsqfw9B2rfIkKR6TFdrGk72X4/m4hVDaGP/kLHZ3bUs7PqJZK0Y8nUz/G6XpQyiymxv3Z/PlS3jPOub4hXD28XWhGTY3/p817rLGeoNB9GL09ALe15FozOXDbhFItEjE5P8jut7eyAbjRbMLZZ6P/Lv3qd565xw3h8Rs/WJMt2HWTdkVMsHZ3LT6ePvSRnd4lYxAs3Cj+sWCxmzXcnsDud/PmmOb2SIHtb9b9ocwgxkTNiH/LZxuGys7LkV4yOWESieqDHPqfLzvLiX5ITOodM/Tj39tPN2zlQv5YbEn+FUnLlMqaHyBPJMviLzXVxtnkTVqdnmQmdLLbbdViI/P/YO+vwOMvs/X/e8ZlMMnH3NHV3dzcotAWK6yILLCyywMLyw20XWWQFl1JooS0tVKiXurumbdxdxt/5/fEmk0xmJplJE+iX7X1dvZp5feQ8z3nOuc99PFPfUgMnoJTpOFe9weV8ByLbiv4BgFxQMCLqzy7nyQU1haaj5NbtIUbbl0Cld22m7Nod7C/9hCBlHONj/h/Cr5jguCRICFUmM9GGQP4w2lWV4MOtey6qvOv6IX3apQqlwQhfvHIyJquVEZ2SfDbMt0/OxSw2FiSHquK5o9N/na/P1ewlVd8yRU8uKNArwliR8wq3pX2ARt7I1ZUJCroEjeDngvdJDOiLRq6nylrE6vy3GRg6x2/D3Fz0MbtKFnvdn6DrxXXJr3ndH6HpRoTGvWuzVaxjU8HzWMU6kvTSIJJZ8wvdg6/mdNWPiA4rwyL/hFzwb9mREDDMzbCPlH9DiUkiqg8Ov4dgVbLLfpUsgGERD7Ah/1k25j/PrMT3PBpdpSWHjfnPoZCpmRT7Emr5r1uj2mHGabHZ3WZCT2tOgGqTmcRQA9cOcpXCWLLvqIv7+NdlP/Pd/pbFqJpiyluftHrMhK5pvLtgtk/Xk8sE3rrGPf3SGiZG30tSQF82FX6IzdFYMGC0V1FkOs+4qLtaf87oP/Dh2Tv5ueB9JkdLM+zbp1xrCt85Nc/l9bbiL9lW/KXz9aCwqxkXdQffZD5BZq1rM9uxUXcwOOxqAMLU0kw1Kdp1Jt9fvgKjzb1FRGvIqd3NtqI3MNrKmBD7PEJ95iCz5hfidAPoFDSJNbmPUmQ6xqiov3g07gbUWAtYn/8MfUNv9BjlLTGdYm/Jf4nSSuyqXqHXerxOauAEzlStJrt2JwfLvnBbs1pFI+vynsQi1jIx9gVC1O1b1eQLOnzN6Q0XSstd1pwGrYYHF61kQjep/GZ2n27YRdFZXQAwuUc6SWGtpwO2nrnAngs53DZiAMGtNJ9JDgvh7i+Xsfm0q9rdk0vX8uTSta3eqwHvrN/OO+slXdwx9dHgf91wJQCBynDC1PEUmM4wNPwalmY/x5nqHc5zv8n8i9frjo68laHh81HLAhgfdRfna/ehlElppfs6L3Q59kD5So5WrOPGlLc8Xkspa6wl7B08hd4hkru+Os/1eJVMkj9NDHAdLM9U7/DLOCssmewr/Yjz1RsJ13RhStzrBKuSnKmUBkRqejAn8WM2FTzPD1l308Uwi4Hhd6KRu0uJ1tgKqbUV83Pek6QGTmB45J/QyKXfhGS4f0UmyBkV9TggGZlNNGFzGLGJZmwOI1ZR+hep6SEZZ+lnpOjHAjhTM1sKXqTccp7+YbeRrHdPbR0tlyaYncWeK6OWZt7mcfut6et99g46xDjjgoM48rcHXbatP5HBo9+tYv9fpdF4WFoi1w2W+hpWm8yEBmiZ1D2d+7/+AYDi6lrsouji1o5OT2Z0enKr968ymdlzIYdrBvUmMbR1Y7aJdvokSPmvQ9n5bD59nqv79yQupPVq/oo6I5/vOMCwtEQGJUvK5MkeBpBCUwa1tnI6BQ4lPXAYoyJvYnnOS8RpezAw7Aqv1w9QNJZfdTOMpZthbJN9rq37qq0lxGq7um33hEBlOLFaiVLX1GjbA8WmExwt/4Zz1RtRyLQMCv8DvUKuRSZ4/7npldHMSPgnh8u+4mDZF5ytWkMXwwx6hlzjkpuM1vbh6qTP2Fr4Kueq15NXt5dp8W8iIOPHnPsx26WyriUXbvD5ee0OK78USq76zIR3MdmrOF8jVQrtL/2Y/aWN9ahdDDMZFfU4BpWUynON6krvvdqaR3zAYFQydzfYnzXrJbHmrDaZSY0IZXR6Mm/Xu42L9x3FbLO7zJwdhWk9G3VR31i7lc2nz3PX6EE+Gfa5kjI+33GAQcnxLTKEztXsJVKTikEpERsKTRmUmrO5Iv4pgpRSDuytk1dxQ8qbTqNpDZXWQv595ha37SePu7KzZsVLM3O3IO/5wKbIN0oR9teOu2s7Jei8k/Gza3eyp+RflJkzUAhqugfPoV/YrW4zYIM7ekdn1xlUQEaf0BvpHDSDfaUfcqJyGccqviNC041+YZLbmRgwArU8iImxL3KsYgmFxiOEqiVvK0gZj0lWSaAy2jmbauQGVLJA1PJAlLIAVDIdKpkehUyDUqZDIWhYl/cUBUZpyXWy8gfSAie5GZ3ZXkVu3R5k9SaTEDDU5f8GbC18lVOVeQwKv5sw9cWpB17m1l7GZVyi6JCZ0y6K9Hz2bY/7mgaJpvXswj/mT6faZCZYK7lWY7ukOv+f+vYnv3o+8UJpOXKZjLjg9tXRPV+zjxR9I6tmf9kPxGi7EK5OwiIaWzx3bf4/OVguUfz6hkxncsz9LvvvTv8MvZec2r/OeE7Ot4QIdTIA02Ifdtm+p+x7aqze2xqGa7oAAgPCbqdb8ByyarfzZYb/ATS5oOTW9A30D7uNE5XLOV+9iTC1OzWwR/BcegQ3BsWuSPyP3/cCGBX9OHuK/wVAlKYXSpnOJc8JkFO7i9y6PQSqWm+J0V7oEOOUCTI+vvlql20HsvP4z5Y9fHB94/oqPFDixzYEhJrDLjqQy2Qs3neE7LJKHp400u2Y9oTDAQez8kmPDGv3LtwJul4crVzHsPDrsDusnKjcxIToe3w6d0j4PHoGT2JL0ace9//7zK1ez3XgWbtoW/FXbCv+yvm6S5DkajocImq59L1Ea13dMp08uEXj1MpDuCqpMUIeqkqlT+j1Xo9vCou9ltNVP2F3WJALUsBLpwhnQNjtDAi73adrtBWRmh7MSGgM7FRb89lS+DK9QxY43dZqqyQhE9IsLdOR6BDjFAQp4NMUdRYrMpngth2kNWeDcTbIQJhtdikgJMgorKrhUI67vo43tFJp4xUnCooora3jyn7t3/1seMR1HK38mX1ly4jT9sDmsLAm/23W5Lt6GF+ed+V/zoh7lB6G8RiU0S75zaa4O/0zApXhHve9f9pzYKRfyAz6hUqz2orcxryl3WFD3kLgxh+Ea7rUz6be4UDkVOWP7K38D3aHhYSAYQyPfLjFcxpwuGwh5ZYL9Au7iSClFIz76PQYrwOSN/QKuZYhEfc5X2vkBoqMR8lSbnMaZ7H5JAIyIjWt863bC795QMjhgFqzBbVCzle7DjrLx56ZNaF+5hQoqqr1uTFORZ2JPRckUWZ/ebRf7z4ESFUv/jy/L5ALSnoYJnKycgsDQq/kppR3nPtsDklDduGFR5ke+zDh9W4lQLCq9e5nLbmu3n6oOkWw8z6KJqF9k73amUrpaBQYD7Oj6C1KzWcIUEQwIeZ5UgLH+nx+du0O8o0H6RQ02WmcAHpFFIn6ES2cKcEi1nC2yj1dppTpSAwYzrma9QyJvA+FoCa3dg9hms6o5e3fNsQbOsQ4RYeDGpOZSpOZqvpq/NOFJdjsIm+u20ZZbR3ldUbKa428fe1MRIeDP369AqvdTr9EyadPiwhFEKDGbOFCaTl9EzyX+hzNleiBn2zfx/7MXAqqJGpY7/hon9sVAmSWVrD84Al6xrlWzLQEhwN2n5c0TbXK1j/KSE0K+8qWoZJpXVzGpmvOUHWCmzvZGtoyc3pDta2ErFopculvtNZfrM97GpO9gh7BcxkYfidKPwYFm8NMkekYKlkAMdq+LvuC1Uk+VaBUWDI9GidA9+CrOF+zmRMVy4jQdKPWVkTPkPkA7Cp+jyPl7sLbTeEtzwlwXer3BChaF5fuEON8d+MOPti0y227IMCiPYcJ0WkI1mkJ1WlZflAiKMcYAnlk8igmdW9UKUuLCOONtVK4/f7xnrmX2zOkQuUAlYrhaUnIZTKSw0OYN6Cnx+M9wS6KPLBIGhzuH9dyrV2V0cSQlz9w2z4gqfXuy8WmC8iQKhRM9hqWZD3DhOi7nYycBhyt+JnM2oPMiHvU5/fQPnBQbLrA0HCJVdM5cLjL3tYCQjm1u1id+4jfdz1WsYRjFUtaPGZq3BsAxAdI6ar8uv3YHVaS9WNazJ+2FTG6/kRr+7C/9BPC1J1QCGon+T5Mne6WavEHCsE30bYOMc4JXdMkuUJDIBH1QZ8IfQChAVq3QMs3ew5zz5gh3D1mCCqFa2nNP+ZPZ9Opc8SHGLzOZneNvvguYXKZjNtGDOBYXlGrtZ5BWg3XDOqNyWpDLgjoNSpGp6fQK857Yfbmwo9Zmv0cAIPD5gIOfsp7A7NYS7g6EUczwYkwdSJr898lVJ3AsHDP9LOm+ODMja2/yWbwFBDKrjuK0V5Fd4OUD23qXkPrASG9MroF0rs7Tlf+hEKmITWwddUHvdLVvc+ulVov+OK+thXDIx9mWdYdFBgP0yP4arRyidzRKWiyW5VMR8Bn49xf9AT9I1/2+NqByNGSl+kZ/gSlxr2otAdJTjhAtG4cIRqJBRSkimRv4Z/RyMOpsV5gaMy/OVzyHBN7zcAuOpyGmVPfe+NAfh4hGi39UuIoqqnh79u3YRcdjE9JYWCcu6EuPHyYnKoquoaHU2U2c0Mf6b4/fLAWu13k3OEsZt89iXfu/5i+46RFfXF2KVNuGYvVZGHHP1eT3j+Fn/I3kHEoE5lMwG4XSegSy6y7JOmN127/gFuenc80eSinDzWq5hkMMdCCLOnAsCsJVEYQpIwkQp3MhoJ/k1V7hBtT3kIp07ilUmK0XZgS+wA/5f6deF0PEnS9OFezl/M1ewlSRlBrc1XWa0sqpSl9DyBIGcHK3NeI1XZ1M0pfEazyzZ1swPnqTQQoI/w6pwFZNduQCXI3EkB7QiFTo5IFYLJXkFG9nnBNV9ICJ3bITO3x/q0dkFOzklLjXirMhzlU/Kxze8PrMO1A7GIdxcbtZFR8Ro01g07BtxOjn0SdNZdio8QhrbPmEaLphVJmwCJWcaz0VYrrdiAX1OgU8YA0AuZVS8Zpttn57vhx/jJqFBqlEr1KhSg60CgUrDl7Bkt9ewNl/Uzc0B5d76FgWy6XIZMJLH5zJQldYhl1pTTbLnp9Ob1GduXNu//LDU9dxfGdZ5h842je2vEhj3x4NzUVdSx8ZSkf/VVaX8y8cyK7Vh1gzh+nMmS6e48MbwhQhJKml+5pEesoMp9ndvwTTne20JTR+IXUB2d6GCaQVXuYMnMOVdYiVuW9xcToe8iqPcSHGXcC0Dt4KlfG/5VKaxHV1hIEQVZPD3Ngd9iwO2xMjf0T9nqyfW7dceJ03bkm6WWaY3fpErJqD3vc14AaWwly4beXsCwxnaTGVkiMtq/PBdT+otKSzarch7GItfQMmc+pyhVsLniRXcXvkqQf5YxCh6hSUMuDUMn0yAUlAnIEQajPGIiI2BEddsT670BKFWkIVLYe6GvVOOP1M4nXz+RA0ZP0iXjWuX1/0RPO1yZ7MafL/41emUyNNQO9stE1rLaeBaDGeg65oKHakkFMwATCNAMoqttOQuCVBKkaw+0NrdsGxMYSoFKyOzeXruHhJAeHUG02E28w0DPK3YVceuI4FruNMqMRu6MxQtl9aGeO7ThFYtc4pt8+njMHzvPolBcA+NP7d6BQyrnyvikUZhZjrDFSlO3utt3x0nUALHxlGZ36pvDenz6V3nedBbvNTkR8KLc+55tshUqm49qkV7A7rLxxYhaio1EsK1QV57L+nBYrzSjHKzcyPuou+oZMp2/INI5VSrKMRyvWcaJyExaxTvoBYEd0iIADAQFBkEv/11eBjIu+izide5roWOV6Nhd+TP/Q2SQFNAZXKq2FfHT2LpQyDQ5ETPYaRkb470I3R5lZGozMYiUGofW1enOcq9kIQKJ+uMf9ObW7+fC0fzXATZFdu4MN+c/icNiZFPsiCQHD6BE8jyPlX3O2ai2nKldyqnJlm68/LPJP9Ai+utXjWp85q1dgFkuptmaQUfmpc3uN9RwZlZ+ikgVjshURph2E0ZaHXTRzrPRVACxiFUEqKfLYKfh2Cus2U2raR5TuQQ4WP8Pg6Hc5Vf4uvcOfQSGT1qbT0iUmyLasTEYnJaOUyzlaVMSUTp3IKCsj2EuXps5h4UxL70xWZQWdwxojl2cOnkcfEsCeNYf46uWlCDKBhefeBWDdV1v56K+LSO+bzIGNx7BZbBzfedrt2hu/kapNlv5zNYsy32fYzP4A7F17iOLcMqbd6n8TXrmgZEHya1hFs3O2jNJ28jgzVVkTOFWVz8nK7RjtFvRK6bNSCFdxc2pvRIeDIxVS1LhXcAIyQWBv6XnOVBeQHhhNmUWKYGdUi4iO8wwIdV1Xq2RaOgeNZHyz0jWDMoopsQ9gd1gRHSJBykhS9f5rBx0o/ZR9pe6yNSAR2f2Dg4yqdQAkBHg2zotNpQSrkglTd2JE5J+dpWKBymiGRz7E0Ig/Umo+S4lZ4h/XWouwiLXYRKMzdiD9X/93/WApOlNaDjoF+rZevcytvYzLuETR6swZqh2A6DBTatxHlK6xqqHhtUxQUWLcjcleQorheiotJ+gRJtXS1VjPU1gnld7k1qyizLSf/pGvcKz0VVIN1xOgTKBLyH2cqfgP3UIlF05Vr6Y+LqWRCNC/vnFsS92Ee9S3bWs6azbF0On9iU2N4rPnlvDVy0sByDyeyy3PziO9fwpnDl7g/JEsBk/rx8GNx1zODTBIM9XwWf7PGg929Z4iiNV6LypuijJzDT2D4zlcnk2usZzZYdLMfbg8m8PlWVRZjVyolbqBVVuNBCq1JOnD2VlyFpWsBI1cmo2top3cunK3mTM9cDjpgZ5noR6GtqcMGhCt7UN8wGBEhx0HIkpBqrGN0vaiZ4h/6oA2h5m0oIkU1B32Kot5sXnOQGUMMxPe83iOTFB6VXtob7RqnDpFLDnVK4jUjXJZSypkeufrxMA5HDGfcO6zitK60dZEniNMOxCzvZhi4w7SDLdQbj6KWh5KQd1G4vQz2u0NNYdoFynKKqWiqBJBEBg5Z5DTDV31yUYcDgfFOaWUF1Twx7dv5b0/fUpdtYkvXvgOi0laxDe4sduW7Xa7ttABXbk9odRcg1auIkIdRLGpsRVdjC6E3NJybPXr7GqbiS6GWLYWnWRcdDcKjVWcqMoFIEChIVbbdu3atiJG148YnXsAzWJajd28EYc8FpvlIKIoUTRlshgcjkoEVCDTIQg61FqpcN9W9yW9NQp6a4dhrHkfrf5ezMalqDTTEAQNC2LnolQNxVQnpYlU6knYbWew2zMRBA0OsQxNwB0AaO37uS5qLFCA2fg9AA6H0Vlz6UBELk/2eO6vgVaNM7fmJ6osZ+ge5joSCYJ3j/hcpSSNYbGXo6sXT8qt+Yko3WiUsiBya1YRp59GYd0WkgLnkVn1LUGqjulyba6zEBSmp/fobjhEB2te3kT2Kan71oWj2aT1TmLhy8u4/cVrCYkK5qEP7uTz55cw54/TMNWaWL/wF7drOhwOXrrxXeoq67jrVd+I3RcDi2gnPSia01UFhKr1zpkQpJkyTR9JrDaEULWeEFUAJruFOG0oP+cfJUIdRKJO8iZC1QFk1XnPU3q8d+3HCLIo5MpOCLJYEBTYTBuwW/aiDnwQsCLIfG+lDmA1bwPAbjuDXJ6KQ6xAJgtBqF9vC4IehGgsxmUoNRMQ7fnYrY2DvwMzcnkc0FAhIsNi+hG5PAXRXoJoLwKnHIwFQdAgV6Qi2gtQqsdhsx5GkAUDMgRnQXT979nhgHqmkoDN7VxfITpEvs5axvVJV1FsLmVXmdShYEhoPyLUvqny+dCOwYEvXQ5FhxWZoER02JrkgRzORfKvqVrmDaJdRLSLKFTS89ksNmRyGTK5b8/mEB0Iv4Ek5gen1zMzvi9fnd9Oij6CWK2UDD9fU4xVtKGSK7gxZSSZtSUcrcihwlLH9SnD+fL8NnoGx3O6qgCg3nCtzIr3PQ1kt+zGbj2FIEiBOEEeg0yRjN2yH5k8CqtxBRrDC216XxbjjyAokcnCQNBitx4BQK7shc2yHdFeglzRCVEsRav/AwCm2k8AOzJ5KiCi0kzEYvwRlXYGOGyYjYtR6+ZhMUlBI5VmKua6b1CqxyLac7HbzqLWSTQ8q3kHYK5/Gmk55RArUWln1u/fjmjP9nhui5+ZQ2RR1jIGh/ZjW+kerk+cQ4lFyk2vLdjMzcnzmp/S1nYMvv0YZfWjnmuCtjGMfymguSE2GKmv+C0MEyA9KJpoTTD3d5mMTBD4NlOiRnYOimFIWBrnaor44vwvOBwwKCyVboZYfik+TZQmiCMV2c427naziMnuX0dyh6MOh1iGII/FgRXRsguZIlm6nuUA0Pa8p1zZCblCSqNZzb8gk0txA4dYilI9Ebk8DrvtLDShuynVo5ArOmG3nqQhIipX1nORBQUK1TDstgznYGI1b0Wtm4/FtBGlehAKVf8mTyAiCIEIslBEsaj+Wt2xmFYDIJNFtXCud/w74wvGRg4jPTAFQYBNxTuYFCXpEGlkvhdjdEgjo47C02vX8fWhwy7b/nOVJKI1Pi0VW90iHGIFCHIEQY+gSMFhuwCAoEjGYctCkIU4R2iZIg2F1rt+z2UAiEgDdMPA5PDy92U0oNJazcKspUyJGkNGbSbbSvYwNEwKJpaYS7khyS3H+es1MvqtIChSsdd9i0zZGQQtgiwCB+dBFoIgC8du/wW5PMa5tpEp/G8F7g+qzWbuXbaCOwcPZHRKcofeq+PQ3OUXvPzdiJLiajRqJWtWHCAsIpComGAC9BoSUzxH0n9vUAhybk+5jn9nfMHchJn0MnRzepDh6tbF15zX6agH/G1gR64eAY465Kph2K0HJCMVdIjWE8iUPRHkUWCVIpsO0Xv354uB0Sq5jrd/t5T9uXnsys7msTGjuGNQy+LRvxfI5TK+/HAzdz88ha8+3Iw+UINc8dvHHH4t7C0/xPGqMwQq9awrdBUx08o1zI33LTvht3E2tB+/+duWS3zagsMP3o9OdXHcTUEWgVw9FFCgkE/Bbt4M2FBoZyHaziFTpIJGetsyRfsLBVvsdv6wdDkA+3OlqLDocPDKpi1kllfw7MTx7S6BcqmhILec6iojq5btp6qyZX2k3yPGRAxjTMQwdpbuI7suj7kJM9sUe/ldzZxyVfNaTAG5eqzzVYMx+mqUK0+eYvmxE7wzWxrptMrWB46vDh5ie6bnVuRfHzpMblUV786e5dMg9MKGTXy6b79Pz/pb4KUpk5jf2734Wh+oYebVA/l+4U5uuHMMn/97I2q1kshoA7fc614e9tiq1Xx/9Piv8cgdjqmd03n3ilmsLtjElOgxDArth+hwINSHb2QtpCCb43dlnO2J/+7ey2ubt+AAbl4sdbr+6Oo5BKpbLpS9ZUB/imsk8sV/du9x27/l/AUWLPqWj+bOIUz368iB/NrIzy1n4LBO9OqXSGJKBNOu7E9QsI7O3X495brfGtXWGj4+v4hCUzEhqmCqrRK/OUYbxY3uASGP+H37V5dxGf+Hcdk4m0F0OPjbuvW8Wj9rgrR23J+bx/XHsoZ5AAAgAElEQVSLFlNW1/IaSgAeGzOKx8aM4v9NnOCxG9nRwkLmfbWIrIqK9n8DlwBCw/Tcf9N/yM0u47MPNvzWj/ObIUwVwqDQvkyLHsfI8MGMDB+M2o88p99ubbcIiar1wZW+debyho/27mNvTu5FXaO9YbTa+NPKH1l/NsPj/uNFRfz5p1V8Mtc3KY7r+/UhRKflzz+uwmq3u+zLqqhg3leL+GTeVXSvJ+3/XtCpawx/fXU+h/ZeYOoV/ThxJAeNpn27ll/KKLN4H3TnJ8zy+Tp+G2dBhsTNjLIp2b/rHIOGd8JYX3R8/GgOsXGhOBwO8vPKERCIiJKkBGfMca3oWHnylL+37lDkV1dz37IVHC4o8HpMn5gYXp/mX2v46V06E6RWc8+y5RitNpd9pXV1LPj6WyeRYnCCa+HxxE5pRPsoCdoRsIsOlhw5yvly/1NOBXkVKFVy1q+SSCNRMcGsXLKXmXPd00lqucKnYNtvCYvd7tRUbhGCwJHKExysOEpKQCIauQabw47NIQ3OVtGGUuab2fltnBcyJJrTlFl92bszgx69Ezh6KIuczCrS0qMZPaE7Z07mU1FeiyATSOl06c8KO7KyeHDFj15d1hldJYrZa9OmtKkZ78jkJD6ZezV3fLeUGovFZV+NxcKtS6SKiLdmTmdSeiMxYmhiAkMTPXd17kj8ckFSNHxx4yavhtkvNoYhCd6f7fihLMZN6cXalQcZOb47xw5mUVVZ5/HY5ydP5PnJEy/+wTsADuCzfft5Y8svrRrnsMREnhg7mrigIHKNBVhFGxuLtlFpaWybuKpgA7NjfSu29vuXptZII9zPPx5i9txB7NlxlujYYPbtOkd4RCDnzhSSn1tOZLQBk9FKXo705Xbv9ev/yHzBf3fv5Y0tW7F7oTHeN2wIfxopVdU3XT3+tP8khzOlWbZXYjRKhZxj2QUoZHLSoqWqg+n9G+VXBsbH8fk1c7l18fdUmkwu92hweY0215m1KQ6U5HGoRCqp6hcuRT3Noo112WeRCwLj4tPIrq6gyFiL3SESqdUzv1Nvr9fzhMzyCl7atNmrWw8QptPx6OhRXN2rh9fM3fJvdnNkfyZWq51Tx3KxWuzEJ4Uh97HA4FJBdkUlj69ew+7snBaP0yoVPDZ6NDf07+v8TOK1MYyOGMrKvJ/pHdydRJ1vWshN4bdxpqZL+j0lRVWcP1uIUikJGl1780hEu8iBvefpNygFhwPKSqoJCr700gW19bPX46vWsPr0GY/HqORyXp46mSu6ey6qjTTo6ZkofRZRwXrsoki3+EhqjBb0XtZXvaOj+fKaedz47WIq6sW2BeClKdJIOrub99Z/Owuz6Bocwb7iXGpt0vOrZHLUcjnpweGIDgfdQiKptGShUWhIDPS9brPGYuHd7Tv5bP8Bt7VxA+SCwPX9+vLQyOGtppOuuGYwVquNuTcMZ+nXO5k0sy9b1x9vc5uMpqg0mbh76XJmduvKgr59OoTZ6wAWHjzEK5u2ONle3jAwPo7Xpk0hMbjx895Zup86u4mtxbswKIPIrM0hq06Kr3QJ7ESE2rtoQFP4bZwpaZEu/zfH8NGNs0WQoeWu0r8FjhQU8vBKqWOXN5ct3mDgvStm0SPKu0teWWfiQnE5NruIXqPGardjttrIKatE2wLBoFtkBF/Mn8dN3y6h3GjkbxPHM7dX6/03EgIMhKp1dA+JZHi0pACQX1dN5+AIYgOCqLGaQakmVKMjQOFb8EV0SGvKv2/dRmmdZ5cTYFB8HH+bOJ6uEb7XbWq1Kr74zybMJivfL9xJZLQBUWy7cVabpdKuWxZ/x5GCQvbk5PLTydO8MnUyCcHuHbDbiryqav6yeo1XIgmAWqHg4Xpv6taB/d0i8ibRTLw2GoWgcGoHBSqk2MGKvLXcltK6FjH8D5EQ7A4HH+zcxT+372xx7TA+LZXXp0/F4EVIrAHDOidhsdkZ3CmB7NIKIoP0ZJdWMLF3OrVmS4vndouM4Itr5rIjK5sb+vVt8dgGdAoOp5MhDF2TwEl+bRXTEruwIfcsI2NSOFCSi0GlQUDwOgM2YHd2Ds9v2MiJomKvx0QGBPD42NFevQdvKCupobraxPCxXdm1VRJMO30ij0kz/BXzklDbZF1+pKDQuX1XdjbTP/2cR0eP5Mb+/S5qFv32sFSp9OLGzU7PyhP6xETz2vSpLUrmAERpIvg6axk9DV04VnmaO1OlovyUAPdGXt7wP2GcWRUVPPzjKg7mee9UJhcE/jRyOHcPHeLTl6xTK5nWT/ISwgIl1z02VIpM+9JAqWtEhF8zUddg6dh0Q2NlR/8IaR0zOUFSkRgRndzqdXIqq3hl8xZWn3JXGQRJ/f7m/lIx9oMjhhHgQQe4NZw8msOsuYM4uOccYyb3xBCsIy+njFPHcunWy38pzL25uZwq9jyIGK1Wnlu/kVWnzvDK1Mkkhfgnw1JYU8MTq9ey5fyFFo9TyuU8MHwodw0ZjNxHaRqraKXKWoPJbuJktSQROy7Ss1aTJ/yujdMBfHPoMC9u3Nzi2iE8QMebM6czLNH3Ue3/Ehre+wc7d/PR3n2YvQSehiUm8reJ4+gU5puMhjeERwZhs9mxWOxs23iCmDipTCoiqm3u55iUFJbfJOnlPrTyR44VFrkdsycnh5mffc6jo0f5PIsuPXac59dvpMpsbvG47pGRvD59Kl0ifCt56xHUhSJTMbenLmBn6T4e6nIXijaoxP9ujfNMSSnP/LyOPa0QHSZ2SuOlKZMJ1V0a6+PVp8+wrT6V0YAHRwwn3I+Oac1xxeeSptO5Ms9r7OjAQJ4YO9qZMvIFe3JyWXf2rNv26/v24dC+C8j2C2RdKCa9ayy52WXYbZJ+69BRbdOKSg2VDPy7Gxbwj63b+HDPXqfCQwOMVhvPrd/ImtNneXWaFGSLN7gPCMW1tfx17boWo9IgeRH3Dh3MfcOGovCjkuho5UkOVBzBZDdjc9iptjYK3WkVGmbG+JY2+r8V276My/gfwu9u5jRabby3Yycf7tmLzUvgp6Fc6+nx45jXy/dWgb4gr6qajFKJRTUqJdnv8w/k5blJsdwysL/LzNkQSVx+/AQvTZ3c6hqozOiZXKGUy7ltYH/+OGxoiwydf+3czcD4OAbGN+bqjhYW8tGefW7Hjk9LRa1RUlVRx7kzhXTtGc/p43k4HA4nIWX1vnq1dJOFwopqEiKCKayoISHcgNlqQ6NUIsgEjpyXYgQ9k6KZ3F+acRUyGY+NGcWY1GQe+XG1s31HUzQEigD+MmYMC/o25ntXnjzFsz+vp6JZrrk5OoeH8/r0qS1G7L1hXORwQlXBRGrCyai5QJG5lDlxErPMn7rOizLO+5avYI2XPOFvgQ0Z53hu/QZyKqu8HtM/Lpa/T5eawrZnCB6gymzmtiXfO43zloEDeGz0SJRyeStn+gaTzcZrm7fyxX5JZtEBhGi1/GXsaL+v1SksjPevnO10F71h4cHDvLH1F+QyGY+NHsXtg1oX1tbpVKR2iuLsyXy69pAMWrSL2OubTzWQEax2Owq5HLlMRnmNEYvVRp+UWDKLy4kICkAulxFp0Lu5rwBDEhJYecuNPL12HT95CG7VWaR19jM/r2PN6dM8OmYU/9q522teuwFyQeCOwQN5cMRwp8B5U+wtO0GQMoAdpdIAOiK8L/vLT6KUKdDIVGjkKsZFDuREVQ5HKjOpttUxKrwvG4tcB7Jam5FZsS33c7ko4yyurW39oF8RXx446NUw1QoF9w8byp1DBvkcbfMHVrudu5cu52xpoy7sJ3v3sTMri7dmzWg19O4LbvhmsVvE+cM9e+keFdkigcETekRFtmqYm86d5/+tWw9IDYZf3rSZA3l5vDHDveN1UwQF68jJKqXPwGQ2rDmC1WwDQUCtrv+51RubxWZHLpN6nHaJCydQq2FgejxGi5VqoxmTxUpBeTU9kjz3PjVoNLwzeyZjjh7jufUbvaZAtmVmse3zrzzua0DDZ/HatKn0jfXcRR1Ap9BwqjoTpUzyNM7WZJMUEMOmon0MDu1OibmS87V5GJR6Si2V6BU6suoKCFVJE4HJbiZMbUArb72B7u/KOP8+YxqzPvuSgmauzrDERJ6fPAGrIotNRY3yKom6zphFI0qZmhpbJYGKYDoH9iXHmEFW3WnnMfHatBbv6wAeW+WZ5nWiqJgrP/+Sv44fxzUeVAP8wQPDh3HHd0vdZpInV68lLTS0TS6YJxwvkqKhD6xY6UZrVMrlrfKLk9MiKS+toUefRGprzWRmFJGUGkH33hKFs1uCZGyje6ZSXmOkqLKGhIhgcMCRCwUEatXEhxtIjQ4lOiQIk6Vlls7VPXswMC6OB1f8yNHCwhaPbQ6ZIHBz/378efRIADStvLcLtXmoZUqCtFJqSyVTkm8sJkodiuhwIBNkpATEUm6pQqwvOozRhGMWpfdQYzMSow3HoGzdm7oo4yyp9c4q+S0QotXyzqwZXLfoW+yiSLBWwxNjx3B1T4mBYxF1WB0W7PVt95IDurKm4GsSdJ2I1iQiOuzkmzJRyzROqpnKxxbhaWGhyATBowtmtNp4as3PbL2QyStTJ3vsIeoLRqck8+CI4bz5yzaX7SabjbuXLmfZTddftLpCblUVdyyResnUNTOKEUmJvD59aqurpqzzJYyd0otlX+/kqgXDSEgO58CucyxbtItrbhlJfHjjciI6JJDokEDn65TotnkYSSHBLL7+Wl7bvJVPfJR2SQg28Nq0KQyK9z332ssgFSY0tJkUEUnSxRCpCSG7rhBVfcVJqMqATi4RWXQKjbOOM04bQaGpDLW89SqcNhtnrcXiljvsHxfLnT4qzHVUPWf/uFgeHT2SE0XF/HX8WEK0jSkSpUxFvvGC83WPoMGk6LsjOuwEKIKotJQQo0nC5rCSHCC5iaFq7+3kGyAAfxw2lL4xMTy08ifKvQRgVp86zeniYt6/cnabc4n3DhvCkfqytnVNUgH51dU8vPInPpl3tccCb19QUF3NDd8spsiDR9QjKpL3r5ztU0ph4DDJ07jmFmk2Co8IZNLMtrGD/IFSLuep8WMZlpTIY6skYegGDrMn9I2J8YsIApCg8/57SAlolGFJDvDuGrd0jaZos3F6+gK7RUS4lDy1hI6s5/QmQXmm+hDDwqci1tfWnazeT4Q6lgC5gay604SppA8tq+4MNtFc/7eJ1AD3hrOeMDI5iWU3Xc/d9ep7nqhx58rKuerLhbwydQrTu/if8xPAueab8/lXLvzgbZlZvLdjF/cP978Ve1FtLTd8s4Tsikq3fQnBBj66+qo2sYV+C4xPS2XlzQ2khVXsyfFcVbLixEn25uTy1bXzXIjrlwrabJwlHowzPCDA5/PfnjWDt2d1XHcxT+gc6Mpj7R40yPl3t6DGKKSvxugJcUFBfLtA6oT9+KrVXiOJD/ywkkODBvDY6FF+S2U2uMXvzJ7JVV8udOHR/nP7DgbFx/lVB1pSW8eNixZzwUMhQERAAJ/Nu/qiSBC/BaIDJVf5y2vn8e72Hby3Y5fnqG9iAgmXoGHCRZAQij2sNyP+j32BHQWtUoFWqeCd2TN5YHhzuc5GfLRnH4+vdu8P6Su6RUbw4AjX64sOBw+t/MnneIDRauPGbxeTUVbmti9Yq+Gz+VdfkrOKr5ALAg+OGM4X18wlUu+qKjE+LZVXp06+ZBtKtHnm9BSpbf7mLwMeGDGM5NAQ/rJqDZZmlSLBGg33DB18Ude/a/AgNmacY1+9gDVAndXKqZISwn2ogNAqFVzZvTuvb2lUJm+YmT+ZezWdw9unhcKDK37kx0tMmmZDxjm6/P2tDr/PL3ff6ZzJ/UHbjbPGk1vb9pkzs7yCCR9+7Pd5d32/rM33vFgsuf66FnNiDZjdrStxQUH84ftlTmaKVqngv1fPuej8p0wQeGP6NGZ89jl1Fit9Y2N4c8Z0vwgWfxgyCL1axbM/r0dT/1wAvaJ9C1xcRsfgMrf2Mi7jEkW7urURfgSE/tcwIC6Wb6+/jtuWfEdBdQ3/nD2Lfj7Mur4gIdjA0+PHkVNZyQPDh7WpF8v1ffugV6kI0+kYFO+/3s1ltD/azTgFIPx32l6gvZAaGsKS6xdwtLCQsakp7Xrt9iDw+6t4cBkdi4uI1roap0GraTeC9+8Z4QG6djfMy/h9ot1mzot1aYM06lb1dHZlZ3OmpNRl27hUqWNYnCHIZbvoEFl40LX0qltkBAPi2s9l8yev+2vhQF4+6zMyeGTUSJ/Pyamsotpsplukf2wZf/DmzOn8oxXCfEfhoZU/ueWbp3RO5512zrPf+f0yN7mTUJ22zbbht3E2JHLLmwkwX6xxhmi1PDvRvT1cUzy9dp2bcV5XX6s3Ps29rd+BvHw3lk5r9/i/jD05Odz+3VLqLFbqLFaemTCu1XOqzGZu/+57ciureH7yROb0aDsBoyXIBAE6oBrIFwge7itAu/ZJLa2rc/aubYoZXbu0+T5+G2eDhGLzaoXtmVl0ev0fbXoIgFsH9Oep8WPbfL4nTEhLczHOE0XFZJSWkRbmOX2xr3wnJruJUksRIBCmCkcpU2FQSkn47LoL2B0iggAyZCToktHKdSgEJbnGLE7XHCclIB19vQxib0PrtY/thY3nzvHADyudLR8+338Au0Pk2YkTvJ5jE0XuXfYDGaUSAeHRn1ZzMC+fp+uN2h9pDm+44ap/8sIb15KcKs3KhfkV3HD1ux6PlckE1vzylOszWu2YzFZMRonHXVVZR3lZLSXF1RTkVZCbXUbG2UKGj+rM7ff8dgPvypOnPKo6XnkR63i/jbOjKlFaEypuCyZ0SuPdHTtdtv1w4gQP1WuONke5pYx+IYPYUVqCDDmdA7tzqGIvg0Ol47sE9uB41WG0ch0pARKHeHHOF8iQ0S2oF2kBnbE5bBiUF1+76Q++O3qMJ9f87PbjyKqobFEi85vDR9iZle2y7auDhzhVUgLAe1fM6pAeosr6cqllPz/q3FZeVstNc12NtqkhN3QaCDJoCQzUEhyiIyraQHJqBENHppOc+tu2/Vh2zL35b3JICH1i2h6R99s4O6qGM9AHOUl/0TM6iii9nsKaGue25cdP8OAISZ6wefVGckAaB8r3YLKbSQ5IJbPuHHHaJHKMkuDWyaqjFJrzUQoqMmpO0TWoJxHqaJSCkgprOdXWKmwOKwbrr9fa770du9xKyAAmpXfinVkzWgzSXdenN+dKy/isXlmhAQ3VQnO++Ip/zbnC7y5of77vCw4faBQpu/OGfzv//tdndzr/Vqkaf37KFuobv1/9ZwKDLg0BNk84V1buoqfbgIuNfvttnEUemEHtAX0HzJwC0gfUtMN0TmUVa89IqnFTO6e7HC8TZBSa80jXd0MuyNlZ+gvzE24kTCW5ZPHaJI5XHUYlU1FiLiZem8Tp6hMYRStllmICFBJF62yNRFPrZejncv0TRcXtEnRpmA2fWPOzxxF7dreuvD59aqtrHZkg8PSEcUQF6nl981aa08Lzqqq5ZuE3vDVzOhM6tVxw3hQv/eM6xPpZ/I4F/+aZl64mMVmiAVZV+O95KXwoTP4t4ek7ALiiu3/qFM3ht3EOTpCinRfTn3NDxjkWHznqsq0j3FqAa3r34r+797j88D7csxdwN06loGR27Hx+zP+eQEUQk6NmEqaKwFZfnO1wOOoLtVXoFAFYRQuR6mgOVOzmithryKzLwOaw0SPIvXbRardz9ZcLSQ4J4ab+fZnVrWubSrDKjUbuXbYCwGMp1PzevXhh8kS/ajrvGjyIKL2ex1etcRNFM1qt3LPsB54cN4ZbBvT36XpOORKkGJBarUSrld5rVUUdVqs0uEwa/oLLeTKZ52eePeE1n+4bHhHI18sf9OnYpthRdI7dJRfqn1egX2gCAQo1armCMnMtkZpAuhg8UxkdwA8nTrpt7xcbc9EFA34bZ8MNL+bGTXV2GhDUQcaZFBLMkMQEl7VVgw7P3pxcF0W5InMBJ6qPkBqQTr/gwU6dmP3luwCosbnKnxyw70GvCOSGpDuptdVQYMpjRPg4VDL393K8qAiL3c7pkhL+unYdL27cxBXdu/OCH63vThQVc/fS5eRWedZJuqU+qNaWmOgV3bsRptNx3/IVblo8osPBCxs2kVtZxZNtvH4DHA6chrpk1cPO7Z7WnA34evmDaLTuygEffbARk9HCfQ9PAdyXKb6iwmIkUiN5PQ6g0FiF1SGikSvIra1gTLT3utu9ObnkVLrXwF7Z/eKj3pe5tZdxGZcofJo5TxeVOPU2HfUOokImY1+2VKY0ICGW00UlFNXUEh0UiM1uZ3oP7+rhdVb3dgAd5dYCXNunt1tUEuCd7Tv4fP5c5+sBIUNZ++VWapQCm+27EO0ikYnhFJ5qkLpQEt85GovRyuGtJ1Fpauk/PpztZfs5uVtax2oHHmfklYPc7nWgmWqe0Wojv8pdc9UbVp06zWOrVrt1x27APUOH8OdRnqPQvmJkchILr53PrUu+A3BrJvzJvv2U1NXx+vSWu3tnnCnk7pv/63zdEBB68NFp9B2Q4pwFfQ0IBejVztm2KZRKOXabHL2+5aZTraHaZqLcIq2FHUC0NgiVICdAoWZsdGeyasvoFRLr8dzlx0+4bVPIZH6p53uDT8Z5vrSc1Prc4PlSqVo+t7KKWrOF4ppaKk0mukdHcjS/CJ1SSWJoMGtPnnUJ4ytkMqZ0k9Z4NRb33hQd5daCtLaMNwS5yWZuz8xiQ8Y5FwKDaBcxW+2IdhGZQkb+uSKCQhvrVAszS1BrVSiUchyiA7PRjC5Qg9Viw26zE+ClH2lz4wQYnuR7b5ZKk8mrYT4yeiR3D7m4utAG9IiK5JsFUou6m79dQl6zAWTFiZOMTE5q9ToxsSF8uPAPztevPidJtxjrzJSXSUFFX9ecHY20wAh6BkvGV2uzIDochGv0FBgrqbAYCVO71yk31Oau8qB0MTolmWDtxQ0Y4KNx2kURU33zm4Zc2uSunThVWEKdxcrYzin8fPIsXaMiSAw1oJYrGJzkXdHMk75oR86cCpmMe4YO4ak1P7vte3njZkanJDsT7hqdmsBQPaJdpKailm6DO1GU3bhG7pqYRlCYHrlcJh0nOhBkAkndpbWrzEuE1FOHM3+M89o+vTHabLy4YZNzmwA8PWEcN/Xv5/W8tiAlRNJw/WbBtdz87RKXHivj01K5qmcPPm1F4U4QXGfGBsMrL69jyHApR/zMS41eS9M154vPfM+mdY0R0NYCQqtWHHT+PXZid5567qoWj2+OAWGev4e0QO+F5sfrmyl5kj65sp1YVj4ZZ/foSGcKJSpIGkXigw0EaTTszcohUK1mctd0dl7IpsZswa5suUlqtYf+lUGajjNOkLRN39+xyy2Ycr68nE/37XeKgqX0TEBZ/6OyWmxEJ0egbuJShUQZOLhZcl2P7zpLZHwokYnhpPSQNHsM4e4V78W1tW73DdZq6OpnWuXWAf0xWq289ct2AF6cMqnd20k0RUxgIIuuu5bblnzP0cJCEoINvDFj2kUFhLIuFJPeRUrMe3NrH3lyFg8+Nr1N11cqfp20S0OR/b777+VkcTF7cnLZlZXNieJiJnigkrYFPhlnclgIyWHu6uBBGjXjO0v5L71axcQuvuXCqpu1XNMqFe1CFWsJCpmMe4d5nj3f/GU7Y1JSSA8PI6mbOzE+pFnrur5jpJGx5/DGKJ4no2zAPg8SoEMTE9v0I7936BAmpEmfsy8t6eyi6HEwlPvoQobqtHx57Twe+GElj44e5fPyIy+33M1t7dMvid07Mrjz3pZpdmqNEjXSuvTMqQI+eHst02dL3sHEqY3C3P/8+2qMdRYW3DyS+MRfl5XVAJkg0D0yku6Rkc6+pu2F36SRUWWzJjKB6ov3z33B3F49+erAIaeieQPMNhsP//gT39+woEPK3nZ5yEcO80Mdrzl87RMJUsMhT5zPQJXvnopepeLjuf65is3XnADnzhSy9qfDpHd1p7QdPZyNosmsd/J4Ht8v2sXZMwXcfvd4RoxxD7Dc99AU1q06zJMPf033XnFcf8soEpL80wNekv0zC7N+ctlmd4jMS5jEDUkzuWXX01hEi5O0b7SZeLL7nQwK7dH4vmpzeOvUl7zT/y8A3LvvRepsJqpttYTVt2EoMkv85S+GvkygwjdK5CVhnIYOdmkbIBcEnp88gXlfLQJc1wsnior5+9ZtbWoK1Bp2Zbkb59CEthtnA8rqjKgVcq9khvzqav728waP+2KDgjh2roCVWyQyyMxRPTh6Nh+VSsGRM1IUPiUujNgIA0Vl1QiCQFyEgVH9ffOOmq85zSYrb776I/c8ONm5bdvmUzz7xGLn61FjJUbNnp0ZfPyvjcy/fhh/efZKr4EimUxg8ow+jJ/ckxXL9vPC09/x6tvXExzie4XU3IRJzE2Y5LLtvbOLCFM15vH/NfBpgpR6jHYzd+39f3QObDkg9v6Ap9hbdoyNRXt4tOstANy6+2kANDLfiSe/iXE2D9EbNL/OzAnQJyaG+fU9SxY1a7X34Z69dI0Ib7cFPUiK42fqieQNCA/Qea2M8QffHT3Gq5u3EKzREBsUhEGjQadSolEoKKiu5lhhkTOQ1xwD4mIpzq9hQLdE8oorKasyIpfLEATBuW6Ljwym1mjBbLGhUSsxWTxfqznS0qP4bPF9LtsO7s+kd78k+g5Idm4bOCSVf312JwqFHI1WSWT98kE0WxkxJBWZzc7OTSfIvVBCcJgU6ziw4yw9+icTEq7nyN7zAPTsn8yceYOYM889hdUaTldnsrpgGw+kL3Buy6zNZ3K0e3v4n/K3Mii0JwalnsMVUpT2lZMfIzpEjHYzC3b+hf4h3Xiky82cqr5AJ33jAGwVpc9OKfPd5Pw2zh/3SVQlATiVW8z9M0aw7tAZZDIBq81OYUUNOo2K0AAtk/u5MyuMVqvbD6Yj0yie8Gh905oNGecoarfyB6MAACAASURBVEKKB4mvGm8wuDCHLga7srPdOKtD2mHWBOha795WmEyt9ptsivTwMPrGxnCoNo+qaiOiKBKk13DkTB5DeiVRXiXl/GIjDRSX15CeGMEvh87RI63tFRZDhndyRmkboNYoSUt3p8WpNUpCw/VodCrsdpGElAiOHZRqJaPiQ6mtMaEP0qJQKlAq5dis3itvWkOqPp4z1ZnsLTsGQO/gzuQYC0kJcP3+raKNlXmbeanXA87jABYOfcXNrS0xV7CpaC+v9XkIgIyabLRy/ycgv6MwaoUctUJOldGMzS6yav9JTuUVY6xvehMWpOPAuVxUXpLKnqpaOnrmXHXqNM/8vM7lfgaNhn/MmOZG+bLa7dyz7AePIsttgafOY+1lnJ39WHs2QC4I/G2CFJDpkx6LTCYwZ3wf+qTHMnVENxwOB12SIumSFElltRGdWokDB/Mn9qWqxnMPmPaGQimnsqyWsEhJ3SLnQgkqlQKVSoFcJkg5ZbtI976JBARqiIhpO5VUIcj5Y/p1fJDxLR9kfMvW4v30MnRCIbj+fg9WnEQpUxKqbl1y9KPzS7mn03zyTcXcvOspXjj+X65NnMq1iS2TN9yeza+jAVt9A9TCimpKq2sRiKRLbAQpUaHsPpOFKMKwLknovawjC5vNVCCJK3cEzpaW8tz6jWzPzCImMBBclxYMTUzgnqGDeW/HLpft5UYj1y/6li/mzyM9vG0NhxqwwwMzaUii712tWkKkXo9KLncTq/YGnUrJa1OnuLRqGNG3MeyfGhdGapz399v0WH+wKec8eqWK784eJVKnJ0QtlX/F64M4WlqI6HCQYghBp1AxJSmdIIOOOTeNoCi/kkCDjsGjw7HWu9TBYXqK8ivo1icRq8VGeZcYImMvjmDeJTCZQaFSSur9s9/wWNdb3Y4ZFNqTk1UXeOn4hzzb8x5eO/kpAIcqpAqkOpuRa3c8Rqw2kn/0fcR53mdDXmzzc/lfz1klGVdyZAjlNUYm9U1n45EMHA4HE3qn88Wm/fROjkb0kurMr3Y3TkM7sCmaosJk4p1tO/jq4CFnpDK/upoqs9nNhX5gxHB2Z+ewp1m6o6S2jgWLvuXz+XPbXOZVWFPDaU/rzXZopAvS0qJndBTnysow2+xY7fb6yhkHCpmMII2atNBQRiYnA1L9Zqju16+LPFyST5eQCOL0Bix2G4OiJJexc0g4B4rziA0IYmh0IkH1EeTENKl+NDE1AnD/7BtmVKVKcdGG2YChoVIc4se8LV5d0BuTZ/L4obfYXXqUx5sZ8CMH/8796QtICohhS/E+3juzCIOykVlUbpWYVouHv+HzM10mvl/GZVyi8HvmnDtcEtQ6lVuMQi4no6CUzrHhlFbXcSKniLsmDyGjoBSLzbOr5am8pr3cWpso8uWBg7y7fafHAMnBvHxGpyS7bJMLAu9eMYu5X33t1v6u3Gjkhm8W887smYDUPNYfNFdiAxjoR6NWX/BtPQ/2Ukbv8BjkgkCEVkeN1UJOjcSW+iUvE9EB2TWV5NRUcqailAVd2r+PZ/M+suBaXubAweeZKwGYFD2M988u4p/9n/AYWR0a1ovT1RcYEibNtI8c/DsPd7nJ7bjRkQO4r1Pjd3Ptjsf8fm6/Z06tSolWpaRvSiwzBnSle0IUqdFhDEpPYM7QnoTotQzsFM/wrp5zQQ2cxKaI8bHJiyceYwN+OnWaKR9/ygsbNnmNXHpr1hum0/Hx3Ks8kpUrTSZuW/wdty3+jk/27vPpORuw1YNxDv4fVFPPrCqntt4oe4RGUmyspdhYyy3d+5NqCCU5KASNXIFC6BhHrjl5H1y53KvyfyFYGUiwMpAH0hcQrQlnUdYq5367Q8Qq2jDZLZyoOk+YutGVLjKXOd3Xxw+/yY27nmy35/5V85zVZjNbLlxw254U4tu6oUH5ryn+snoN4J47bQqZIHBlj25c26e312NSQkL495wruenbJZibpXoalAZf3LiZo4VFPD9pIjqV97bhDYPIdg9Sif60OP+94Obu/bGJItk1lRQZa4nXSxFPtVzBqLhkLlSWEarRMadT+8tyFtXWuq37oTFDcKYmi++y1/Fa34ec++7uNI/3zn7jLI88VX2BF4//FwGBviFdGB85hFyjNMmUW6r4IW8TAK/2fsi55txStI9D5Y1d1Rra1PuDX9U4X9iwiTqLq4uhV6mcVRCtoTntDlo2SoBRKck8MXa0T63sBsTF8t4Vs7hv+Qo3A23A8uMn2Jeby8tTJzMs0bOb29AWvvkMHqRW+0W9a8Aza9ejU3ofDH4LZHtYnjTF0fKvCNd0I7d2J4n60VRb85iZGkKxaReRWmmQLDRWkW/chVoFgqwPStmQdn/Od7bt8OhxpdYH5bYU7eORrre4MIKiNeE837ORRNEtKJXFw99AIVM4Uywr8jYDMDSsNztKDpFdV8D52lwiNCGMjhjA6IhGWVS7Q8Re303dLFpQ+8gS6lDjrLFYnD/U/+ze69HNG5Gc5JPo7p6cXI/uiTekh4fx1LixPtUeNsXY1BT+e9WV/GHpco9rFZBEwm76ZgkL+vbhbxPHu+VK15095/G8gfFxbZLS2JXtno651GERq7GJJsxiFUpZAOXmsxjlIYSo07A7JCK+yV6BQlBjFdtXbtVotfL2th2AOwusAf3iJELF7alzWr2eAGjkrlH+eK1EnpgRM4ooTRgr87awpmAbn1/4AZPdjIgD0SHiwEHTsWFM5EDuT7/Op/fRZuO8fclSNp8/39bTnbimd69Wj7E7HLy6eYtP1zNoNDwwYhg39O3TZqXt4UmJfDL3Ku74bik1HmpPG9A1MsKjsf1cr+7XHO3ZCuJSR6AiFgd24nRDqbbmEqntTZUlizB1V4pMRwBQClpC1J2psmYhF1zX+xmlZVz95UKCtRJhpGGNqFep0KvVaBUKNAoFaoVETJAJAiabjayKSnZkZlFldi/ob0B6eJjP6axPhzzvcfvMWFcO9lXxE7gq3ruAd1vQZuMclBB30cY5IC7WLXrqCa9t3uKxWLkpBKSqk8fGjCJEe/G5vIHxcSy8bj5/+H45+dWuM7ZcEHhl2hSPrQsyyys8Cpg1XPN/BdG6AegV0VRZc/n/7Z13eBzlufZ/M7O72qJdSauy6sWSbEuyZUuWe0c2BmxTDJiaEIoNJyQBQhJSOEAI4Zzw0TmHmkbopmMwLhiMe7flJlmyZKv3vtpevj9G1VpJK9kQn0T3dXEJz7xTdneeed+n3XeQKp5WRxnBqkRs7mZ0CjmPKSBg97QTp5uDXtn3u0kONaKUJCpa2/oxWJwrbsuRl5zllc3sPlCC1epgz0H5WZ6YFoNWo0KUBGZPS6HDYmfHnmIAqmplPuJoU88SeGbOGDIzYnn+tc0Y9Bra2m0cPlZOZnosoigwd0YKWROHF+XvwoiNc9o5BjaMWg3P+ikkMxip8QSTvLz4/eKLzolde6DrfvLDm/jxJ58BcKCyCgF4/JKLB9QU2TjArKmSpH8rpeguYwtSxff5OxzkxMYMuAoZKeYkJnD1BLndKy4mhJdfLycpPpSsiT1VUw6ni8OHKrj5mhk4XW4OHS3HYnH0McouTqO0sVHY7E4Ki+v400MrqKpppamlgyUL01EoJBLjR15hNmLjTIuIQBKEfpop/h0bzotXXO53CuWK9DSKGhp5ec/e7m2iIHD3zOn8ZNZMQJ7NvguEarW8ed21ADz81dekhBq7f1xf2HTK98M0MdKEyo9e0d8smM9vFswf2c1+j/jbgYN9KFN6Y/epMopqGtGolKgUEkadhqqWNpwuD2MijLR0BvFEQaC21YxSIXHDzP75zclRUefVOKfERPPssqXD8vuVConC4lpSk/pOEIXFcixFqZR45729clO72c6p03W0tlk5dboehUIkNjp4xOwMIzZOjVJBdkwMhQ0NONwu7C73oHlIo1bDlJgYlo0fx6Xjxg47MHL/vDkUNTay+VQx+oAAnlu+dNAl8cHyKjYVyD9sXmUNogAToyMByO1kbAhSq9lafAaA4np5KZocHookCMwaE8/YiDAe/fJrYoLl0L9BCCBYqeZHb3xIemQ4103JJMHYNw20OCWlm9isN0X/v5O/qVYqUUgiLRYrUcF6zHYHAQoFAQpo6rB0//Zuj5dwg46a1v4lnSCXJp4PBKnV3DIlix/PmN6PcUMUBURRRCH13w5QVtHEtKwkjuZXMH/WOCRJZP3Xx5ieLdcZnylvRB+oJjEulK+2nqCp2UJrm5XiM/V4vV6USolF80Ymy3BO0dp3bljZ599urxen243L48Ht8eAF9J2NwOcqtyYAzyy9jLs/W8tvF8wfsiA9Oy6aBGMwL2/bS0ZkBJIo4vJ4uGNWDia9nDR+9MuvmRQTRWVrm7xNkFkR4oKDeGtfHqtnT0WtUBDZyZukVSpottjweL3UmTv48kQhd83py3q3aloOq6bJfESVbW2sP1nEl4WF/1b+ZnlTCwEKBZVNrSSGhaCURKwOJxqVEqUkUddZnx2gUGBzOgnR+q4QmxhpYnZCPC6PtztP6PZ4cHu8uDxyJNTt8eLxevF6vSDIAaMgtbo7VZITG8O8xMQB89Izc8bw3if7uTS3LxdTSudM2dJm4Ux5AxPTYnG7PZg7bIyJD6O5Re6uqqlr46qlWfzphfXcfM0MAJ555St+fOt8aura2LXfd+TeH4zW1o5iFBcohpw5/35qD4cb5Z7EScYYVJ31hq1OKy6PB2OAlvhAI3a3kwMN5VwUNZZp4b5zix9uOszViydTUtFIc5uFKelxfLL5CB3WnnSFs7Mm1xCoZlxiBIfyK1Aq5HdIU6uFv13vH5fNi9v2UNXSxo9mZHcXKoTptPxjzyHUSvkz3LNgFvk19VS2thEaqEVAoNVmIyxQy30XzeaV7XtRShKv75ZpIH8wPQuVQoEoCEiCyPyUweXjYwwGbp86hdunfn86nSPFwc1HefMPH7Dgutlc/h8XDzn+1inZ3DqAdspRamg0WwjSxqBSSMSFBjE/bQyVzW00d1jJiOnx36pb2vvps3TBEBDA671Iv3vjWGUteWVyBH9SfBS7T5XR3GElISyE0EAtuelD06l89MVBJFEkd+74bl3f8FA9JwqrWThH5izSqFWcOl1H+rhovtqaT3xMCDNzkmlokmf/hkbfuffPNuSx79AZfrhy5pD3MRCGNM5xhggEBDxeD2nBkd1+5dryY0wIjmJKWBwVHS3MM6WQ11RJoNJ3H+e6rcfZeaiEyDADVpuTVrOVqHADS2ancaZKbmyONQXxwUaZg3TFokls2lVAuDGQrLRYdh4+TYDK/1X4XXOmUVTXyNeF8rKisqWN7cWlvHbjlYwJk5c8VqeT6rZ2AhQKnG43AgIBCgXVbe3MSIpnZlI8u0+X8fulsp7J58cKSI0IRaWQyIyJHLSE72zcln4f5Ser/B7vL+LGRfPXE8+c0zm8Xi+b39rO0W0FHN9ZiClBrmKafpl/wkVnY2JcpM/tMSEGYkIMfbZFBvsXFDwbWpVSXsrSGf9IjKGssYUQnaZ7+5D3mRbLt7sKcTl74iX1jWacTjdfbj5GfmE1giCwbHEmVTUtRJuCEEWRvBMVtLfL1V+xMb6r25ZdnMnVy6ack5j3kE97u9NOk70Dj9dLu9PW/SHidSGYXXbOmJs6OVScJOvDSAr07QtGGPW43B60ahUt7VbsDhd2h4vC0jrKqpsIMWipqG3ue5AXJqRG8+bafYyJC/MpHz4Q1p8opLrNjCSKdNgd7DpdxtVZGXxTdJqCWlnteuHYZEK0mn4F72sOHeOKiWnMS0nkQFkl/9gj61cGa+VkeIBCwqQP9Jtesje0eg2KYbxkfMHV2XhsaT8/zASCIHD/a3fS0dLBjk/38eZjshxD1kUTUakvrLLBLsSGBJGdKPvxccZgdu87ilISkUSRo+U1LBg/dGN4YlwoSQmz+gWDuuD1gsfjQRpgf2/88idLuv//ntW5IxZV6o0hnxJjgJaVSfIbtNrSikYh/1ghKi3xgSEYlGqONVdzoqUGk8bAkeYqpvtY1p4qqydnQjw6jYqxCeE0tlhIigkl72Ql7R12JFHsp5dhczhRqxR4vV5cLvewjHP2mITuqGlFi5zEXpklO/1d9JcapYLSpmbsZ7W3tfSq1xUEAV2A/Jk9Xi+RBj36gABigg1oRyDh96vX72b2FcMnouqNHZ/KeqOPrPDduLvj030D7vMHBXvkKPdS3c3DPvaXf/0PLr5lwYiv7S/yyquxd8pT5NkdTIg1ISCQHh2BWuHfy28wfRaQGQT9MUzo24J2PgwT/DDOnLCe5HGM1jd/ykA+Zm+sWDyJ9zccZmxiBEWlPQXsplA9SoVEiEFLsEHDO1/s795XUdPCN3sLuXZJNrvzTtNhtfPW5/u5aVnOkNfrYld4bcc+8ipruC57ImGBfSkTy5tbqTf3r+vsTftR127uPm5WUjwf5x1Hp1Lx3sGjRBoC+0VrLwSIooDo50N1viF8x+TgXZiaNHARTE7Sv0Zk/HvrSlEpFZhC9Xz69RFsdrmgvKahjStzM4kMk/2Qv328G426ZzZKSQhnwdRUlAqJuMgQKuta2H6geFjXXTV74FkqLiSIX+TO6bfd7fF0p34eW764e8YWgBlJ54ec67vEzOU5bHC888++jVGcI77XlrFFMweXRbv1qhl9/r14Zo9styBArCmY6y/77iOfvXOy52uJMgq49/BPiNPGc/9Y36wATxU+QbmljGcn+xbR/XfDP4VU+t8Z5+ILjhT//YMXANj89vbzet5Lb7uIn79259ADvyO8UvIS+5r2DD3QD1wZI6folkVdDsDXdV/xdtmb5+XcvnBj/M1cFDG4qvl5M06P18sza7dxqqaRF1dddU4h5H9l/LOjtQqldM7Xd9plLVJf2Nu0h1dLXhrw2Py2E9yx/0eDnn+w/dfF3chik5yHnR++gHTD4OwJZZYyvqnbzGLTxURrBvZFE7V9c9aR6ihmhI48RzkUItVDN2mcN+MUBQGn282OgjO8vyuPlbPOP1HTvwK+j2jtYLhs1SJ++sJt53T95/7jNT5/9Suf+0zqSBZG+O5r3N6wlUCFnsnBvtW4DrccwuxqZ07YwHo18dqeAOV4fRrj9YPXrR5qOcg3dZvJMExkQtDQvcNdSDdkkG4YuMHh+4BfxvnIe5v4aM8xv0/62Adf89gHvgV0euOSyeN44oc9OowFlfWsfOr8LSWeumUZiyel9tu+/pDM7fKrN9bxwh1XMD994JzY/a9/TohO7g+98+IZhBv8F8npjXMtFOiNLuPe5H7vvJ3zfCFBm0BC/A987tvXtIdIdSQ39dpvdrXzfNGzxGnjWR51OWaXmcuilg15ncfz/0BJh//BwWeLnvJr3BhdMr9N+0+/z/tdYrS2dhSjuEDh18x5xbR0MhP6rpFdHg8f7DrCFVMz0AxSxra/WK7LrWxqZXlOep/oZ2xY37ypXqNi4QT/JOZ8weuF3UWl3WpY2oBzq27ZcryYTXlFjIuWWcf135NU4b8SzK527j38UxZG5PaLwlZZK/nf4ueptdUSq41jXviCYZ1bJaq4If6mQcf463O+U/ZWv20Wt4WfHfrxkPfx+4zHiNHE8mXNF3xY8f6Q45/PehGtNLRGp1/GmZUUQ9ZZid1P9x2noLKeKWNaeeCqBT6P83rhne1yrWxRTQMPr1zMGNPA3C0xxiCeu+1yf26pH6qa2njo3Y3YHC6MgVoeunYRs8cnjuhcABa7k//+aAvBOnX3PalHEEj55r2dPH7jcyO+D3/xyEe/OGdf9vuAFy/f1G0G4MOK97F7ZK6frfVb2Fq/ZcDjns96EaDPQy0JEnPDBm9M99fnXFP+7oD7ojUx/QJGVTaZA/lMR3+qnqzgbDRnGd8ZizyuyuqbO9kXRhwQWp6TzpqdR3hn+2Eun5pOWmx/KpGNeYWcrJLrWG+amzWoYY4EXi+8vysPgKfXbsNid7IoM5WHrs0lWOcfj9C2E6dZf+gk/3nNoj4z7dNrt1HXZublO1cQbewp1jbbHDz56bcIgsBD1y4aMio93Godr0fuTRQEAWEYtbsDCcx+3+hwdfBG6d9J1Y8lN6KvctTJ9gLer3iv+4FWCApmh80lPMC3Fs2ext1U26owKA0ohIEfVV/+5+XRVwIQ1yuA9HHlh3xRvbbPuHH68fxy3K8H/UwTDBNZGdeXWX9T7UbAt3FeHXttv2hsl/GfV+N8acMuXtqwe9Ax1z3df0lwNt7adoi3th3qt/2WBVO4//Lhq0lXNbfx8Lub2FMkEzcbNGr+66ZFLJ0yfogj+yK/so6jpTWcKK/jmVuXM8Zk5NvjJXyw6wh/vPESpqX0rQjSqpQoJIk1O/OQRJEHr7lo0PPPv3Ym86/1PyT/xxueY8uandz2x+u5/oErh/VZ/MFnL27gsxc3nPfzdkEjaaiwVlDQns+s0L7VV3X2OqxuS7fh5IRM5YOKNaTp0/ukLSxuC/848zeqbVUkaBO4O+UeVINwva6Mux6Lu6+0pClA7oypsvV0As0MnU1yYF+3SScFcqFiSONckJGMKWhkbT3+YGz08EmW3991hKc+24rF7uxeuj56/WLCDYN/0Tc99w5jo8KZntpjcKsXT0ejVPL02m04XC7KGlp48J0N3Ltsrk9DF0WBB6+5iBijgWe/2IZGpRjRy2UgNHcyvAVHDK0DORIMlud0uzw47c7ucsUArW+DGCzPKQoiS6OW85fTr/JV7UYWRvS8vOaGzWNurzSJ2dVOrb2Wv5x+FfAyPXQmOxq283Hlh7Q6W5gROpMfJtw6qGECpAT2j8h3obdxRqojiVT7bmcbCpvrNnGi7Tg/TbnXr/GfVH5Ek6OJ25LuGNH1wA/jTIuN8Llk/WehtsXMH97fjFql4KFrF3HNTP9yV063m/yKOmaO7V+kPy01jnd/fiMFlfX8+NWPcbk9HCmt5u7XPsHmdGLtDDBZHU6sdicWhwOL3YnXC69vOUCQVs0di85PAXxpvrzsiUz6br7zwfKcG1/fwv+77SVCo+UexXfKfBcTDJbnBJhunM7HlR+yqXbDoIn8QIWe+1J/weMFj/KX06/xefVn1NhqMKlN3Jp4/6A+Yu90x/lY1r6QNXDhBMjK1nkth6mxVftVQODwONjTtItrYldiUBqGHO8L/2fL98ZEhPptmABF1Q243B4mxJu6o7m9saeojLte+bhbz/OrI0Xd+7qi0WF6HRFBgRj1GoK1GoJ1GjYcLuT5dTswBetZniMnxM2d/DJXhY482f/L3EdHdNzHjX8lMLhvLvbXb/y0z99zxT0vreKel1YNuF8UJBabllBjq/ZJ+ubyyt//yfZ89jTuweFx4MWL1W3l6thrWWxaMqiPeTYGW9buaZJdMpvHdk7L2pmhs/io8n22NWzl2tjrhhw/J2wuG2vXs7NxO5dEXjbkeF8YlnF+tPsYj6zZNKIL9caD1+SyctbAokLfBQ6dlpc3GXEmDhT3d8qzkmJIiw0nJTKMCfEmokOCiDLqMQUFDqjSDbAoM5Wn125lUq9UU9eycLhtW13BoK5zDCcgdPa1B4Ld6uCZ1a8QOy6amx+82u/z5u8u4uVf/IN7XlzFmMyhOWi7SuyaHU3d20o6ivmo4oPuWc7hkelpUgJTuShiEVNCcpA6tUiOtR7l2aKn/KpBHWxZe1FELt/Wb+FwyyFyQqaOeFkbpAwiTZ/OzoYdrIjxTZ3SG9GaGGI1cWxr2Pr9GGdv3LtsDtEhw5uua1rMPL22v6zCU59t5fUtw5PXO1FRS+bP/au6WTplPOOiIxgXHT6gX6pSSLx9743DugeACfEm/nr3tX226YLkMLq/bVstdbIo0G0ZP8fc0oFSpUCj1/D8jseITj5/RNQ1p+t45JqnKD58BlESyc6dSPrMsX4d+9ffvcOJXYXcPf03/OjR61h5//IhXx4Wt4WXiv+3+9+R6igaHY1MCp4MyCVyGYYJGFXDI16utFbw8PEHh3XM7sad7G7c6dfYxyf+iYiA/t/7lJAcjrcdI6/lsF/nmRKSw6dVH3OyvWBY99qFERvnrHGJjI8Znhz7qepGn8aZEhXqd/GB3eViZ0Epek0AOcn+sc5nxJm4eV42P1p44RFtOWxO/nD9swC0N5lZumoRyZMTeP7uv/CbS//IExv/E1PiyGTvu7Bvg/ww/dfNL9DeZMYYFcKDb9/jt2ECPL7uN7z6qzf55H/W8+dfv8WeLw7wwOs/wZTg+97MrnaeKXySUktp97YDzfuot9dRb5eb7fc17fV5bG+8XfZmn+6QzKBJ3Jp0R3cXCcgcSJtqN2BxW8gKziZBlzjoORvtjWxr+Ba1pOZi0yWIZ+mCBip8v8CzQqbwdd1mFKJ/JNFTQqaS13oYgZGluUZsnOezBvaKqRlcMdW/IuPaFjOLH32NuNDgERcsDIRDpyu55YU1wzpGFAUOP+lfBO9sNFU38+h1z3B8h1zrm5gRy+onbkZr0FC4v4T1f/uGn81+kAffvY+Jc4eXIgKwmm38+ddvsfZl2RXxer1MXpDBb9++hxDT8KLBygAldz93K9mLJvLErS9ydFsBd2U/wH2vrmbe1X37cGttNTxX9Az19jquiV3JBxXydxqniefSyB4JjmZnM+3ONuK1/YN0DY569jXtJd2QQYI2sXt7lCYKvULf3drVhfGGNJ4pfJITbceZEzave3Y+G1XWKp4/9TQqUcU9qT8nNdD/F5ReoeeRDFnYaJNt45DjozXRPJj2MCAX9Q8Xo7W1oxjFBYoRz5y/vmohMaHD9Dmb2/njh0N3q/yzkZMc26+W2BfWHzpJTav/mqFdcNqdfPHaZl5/eA3mlg4SM+Tl+ePrfovWIFc23ffKalxON1+9uZX7L3qEFT+7jJsfvJrAEP+6YvK+PcGTt79Ezek6pE6tjpt+t4KbfrdiwECVzSIHaAYLKs1cnsMrB5/gCrW9JQAAEZZJREFU0ZVPc3JfMX9Y+QzLVssBm7uevoU6bw1PFv4Jq9vG7UmrmRA0oXvmTNQlkahL6haSfej472hxNLPIdDETg/oGCI+1HmVf014mB2cNGRACSA0cyy/GPcDzRc/wv8XPc7HpEgCWRi1HI2nw4mVr/RbWlL8HeLk75WfDmjX/GRixcWaPiRmRz3k+0dz+CoIgP8xerx1RDEIhmfB6LXi9LhAk9JrhR8pmj0/k9tyh61SPl9cOyzirS2rZ/NY21r68iaYaudhg4fWzuedFOVHdFUgCOdL7wOt3E58Ww+sPr+HDZ79gw9+3cNkduSxdJfdLRqf4jjyWF1Tyq8V/wOP2EDcuml/9XVZpHj8tZcB7a6hsYtMbslpz8BBL3oj4MJ759vf8z8/+xro/b+7OecaNj2HZTxeRpBvDYtMSMgwTMLv6fz9dEdlVSXfyVOETvHDqOW5PWsV044x+Y4eDMbpkHkp/lNdKXmZ9zToAdjRsJ9e0iIPNByizlJKoS2JV0l2Y1Be+4tsF4XOOFE53NUpJnnVc7ho0ikQ8XjNW+24ClBOQBP/k7L8rmJs7KNh3irwtJ9i/8TCnDp3p3peSlchtf7yBqUt8+0ZduOHXVzL90iyeu/vPnNhVyJonP2PNk7IkYUJ6LNmLMknNTiIxI46wGCPB4Qbixsdw0+9W0NrQzuonbiZA07/CZvPb27vpS85G9kUTfG7vDWWAkvteWU3y5ETyd8s54at+dimCIHBv6v1DHg/yTHpv6v18ULGmXzrEgzy7DjeYYlQZuTP5x7zcGSU+ZS7ik8qPAAhRhXBz/A/Pk2H25G+He4/+jj+vqZQjpTW8ufUgN8/LJjOh/1t9oFTKSKFWZiCKssqX29OAFyd2RwF6zTJEMRCH8/xqO/qL2jNysf8dmfdj6+hRWFaplUy/LJuldy4iO3ei3zy8YyYl8Nz2P7B/Yx4fPbuOA1/JUuqlJyooPVHRPS5AG8Crh54gOiWSHz587UCnA2Bsdn8pCYVSYu7VM7jxd/5JXgBc/h8X+yXfMBCSA1N4YPxvWVf9OZIgMTk4m2BVEPubZIpU3QCR094wu8yUWUo52V5AQXs+JeZivJ3GE6Iykhk0iZPtBdTYqnks//eY1CbS9BmM048nUZdEWEDYkAbj8rpwe10oBRUOj4P8thPd+/TK/uWtVrcVSZBQikranG0UtOcDcrG/WvIt3HQ2hmWcK2ZMYMWMgd+qkijy5taDZCVF+2QgAM5rOkMdkIPHI2tWBOmuR6mIR62ahMORj8drQaE4N4HfkaIr9XHbY9ez9uVNTJybxpTFmUy9ZDKaQP9+GF/IuXgSORdPoqlaZsbfufYABzcd4cTuQhqrmrn+gSsGXOqejdhx0bxZ3NNfKYgCodEh3f7p9w2NpOGtsjd4v6KH3UElqhir78/YeLztKPub9tPgqKfGVk2zQ/4+BARitbEsibyUzCCZJidVP7bb8Eo6islrOczR1iN8W/8NW+q/7r52lDoagLCAMKYbZ/aL9p7uKOFPBY/3u5fkwBT0iv6xl8+rP2NDzZf9tk83zvjuZ85/FhxuufRLEECl6P/2V0oxKAdpqv0+cLhAns2i5qczNUJPVloch/LLURXXoFErMYXq+XZfUb/jzBYHNy+fOqQmjDFKXq4vW72oOxjT1tiOWje04RebC1GIShK0Sd0vkT1N25lunMP2hq+ZE9ZTqL6lfiMLwuVZ0eN1c6B5D2mGiZxoO9I9JloTR6xmZLLqvZGgSyTNkI6nU+ovRGXkoohcgpXB/cZGq2M51vZXdFIgKYFjidXEkqhLIkk3ZtAm5jG6ZMbokrkq5mqsbiunO0o43VFCpbWCKqtcQXbKfMpnA3esJo7ciEU4PDLncoRarn1eEO67KykrOBur24Lb60YSFMRp5GaLueH+CyMPaZxvbj3IE5986/cJQebd8Re/unI+N8/zTzDH7nTxwa6jAEN2oJwLnvtiO8994R+N5GB9lEdOVnKmsgkQqKprRSGJzJmSQrBeQ3pyFO9vOESsKZjmNpl1Pj05Eq/XS8HBMxzf21fXMWPaGBLGRuHxeMg/eKZ7e1p2IqIosnPD0e5oa3RSOBNnpOByutEH9zysW+o30eZsodnRiFJUoZE0XBVzA9XWSo60HuBYax46hZ5Kq9yGZ3a1s676Y0I7+y1LzEVEqqNpdbaQbpjIhpq1RKn7vghb7QU02g7i9trxeB1IooanM39Lu+M0dncDLo+FGov8PIUETESrjKXRup8QZSwrIuOxuRrQKEzolPGEa3wXpoSoQrjRex9BGg1795cQlxbNyT11lGmKiY0Joam5g5qa1u7xkZFBhIToKCmpQ6sNwGjUUVXVTGNTB/FxyaxeuNzndbSSlj/n/B2A4yerIH8cXd57S+ffkrRmwoxOvt5xEoggl7t599AJrlgyiR8m3ApA3okK6Cz9VUT4Px8OOXLm2AQeWbl4qGGAXFK3ZucRVs7KJD3WP6d7UuLAKYsms4UFD73ic19u5sjpTIbCuaZSLDb57RofbSQ+2siOg8XMzpbvt6mlA7fbw8df5REfFcLhggomj5eX3wdOlJMUG0ZGVgKpmfHk7ShElEQmzkhBlAQObi3A3GKlorhHMbuj1YouSMMlN87q3vbsL9/h0NaTXLV6YR/jjFJHk6RLQSFIVFjLqLVVd++LVsdhdrUxNjCNk+3HAVgZ+wM+rVpDZlA2+5t3k6hL5nTHKSYFT+GN0le5Lu4WotV9+10lMQCjejI1lq0Eq8ajVkQgCkqidAtod57B5bHgcMuGY3c3opKCiNYtxuw8g9PdjtPThsKjQ68a/Pe1dNhZ92UepggD+w6c5vJlWWzfUURYmJ7tO4tw9Wppa2ru4MrLs8nPryI4SEtpaQMej5eGhnayJvk366ePjWZ8SiQHjpYhiQKTM+TPLYoiggA3XDkVrxc+/vIQ45JNJMWHsXl7Ad/sOEnWhJ7v6N1P9rFoXhq5c4YuKhnSOJMjQ0mO9K/2UZ8XwJqdR5ieGj+gzzkcGAO1ZCZEYbbZcXk8CAiYggK5NHscl+f0ryiyuRspbV+Pw91KUEAKIgqidXPYW/cYUVq5dUlAZNGkuQC8ES9hUJ6gsGUvY4OvJysphnWPTsLttQPtWFy1aBRhqKWelJHd3USzvYDYwIXcu+x2n/edOVb2X157fyfJ8WG43B4cThcl5Y3cumI65dUtiKKAJImIotgtltM1C7c1dXBiXwmn86sQRAGr2cb4KUmYYkOpKSvs8+CZ2ywkT+jrW+cfOM01d+USelZKZKw+nbdK/4xKVHF59Eo22npWOKfMBYQHmFhX83F3p4YoSAQrjexp2kGHq53UwPGUdBSxr0muUc1rOcAG21puT/pJ93m8Xg+NtoO4PGbMrjLMrjJMmtmcan0DnTIeh7sJpST7aPXWfTg8bZQ7vyBEPQGnpx2VFIzd3UCleT3JQQMLKRkMGnS6ADInxnH0eAVFp2qJjzOiVIi0tloYmyr73oIgcLKwGqVCJC7WyMHDpUzNSaKmppWpOUmcKq5jsh8G2tpu4Wh+JcVn6hEEAUunpmzGuGjyi2qw2Zw0NJk5U95AzqREtu85Re6c8bjdHjLTe34frUbll2GCH8ZZa/4Eh7sOt9eCXpWJ3S2/bT1eJ232QwSrp+PytCEKauJjCtj06HRMvcLidusXADgdewE3StVMAjRLsdvWIQganI4DiKIJhWIMbvcZEGS/yetpwuux8sqtrYhSAip1LpI0+JeY3/x3IrUzqeyQI8L1tkNYXLVMCX+Aqo5txAcuprLjW7ydYXqtwkSEdgo1HT0F0WqFEYuzFrfXTpAqmeCAcdRY5P1xgbkoRT0uj4Uw9cApEJdb9ptKyhsQBFn0t6S8gZKKRlwuD1q1kuz0OKrqWpkxKZHUeNn4w0MCCdZrUGtVxKaYaG+1IEkisSkmNLoAassbSRgbhSlOflmGhOkJCg3E3kt8GGDBFVNInRTP0d2nmDynJ9EuIDDNOJvPqz9CLfWlcbG4LYQFRLA0agX7m3cB8jIYYEH4Yg4072Zj7efcOeZelKIKp8dJbsRlHG7Z1+c89dY92Nz1JBlWIggSZe2f0WA7QIRmFlZXDR6vC0VnbtrubkAkg3DNDBSihlDNFOxuORceqh48cGiKMODxeOUmAbWKnOxE3n1/L16vF5MpqPuFJ0kCqSkmSk7XY3c4qW9ox2KxIwjQ0GAe9Bq9oQ5QEh8TSrvZhiiKxMfIv4FWrSJjXBQet5eKmmbUaiVZE+IQJflFmztnPK+91eMi3X7jbL+vOWT5nlIyIol6wrRL8HhtuD1W3B4rClGHVpmCJGjRKpNRK2JQK2JRiH3f1qJoRBSNKJQTUaiyEEUjLmc+Xo8Ft6sYSYpCkiJBUCMpxiAgIiCiCrgIUTQidJ7PYRuaWkMthaIS9YiICEgEqZIZY7iSM+3rcHk6KDVvIFyThctjx+Wxo1WYqLX00PnXWHbR4awmQjsVj9fZvT1KO5so7Wya7Scpbf+SRvtxys0DNxvjlf/LSI0iKtyAXhdAVLiBjM5IqkatQqmQOFZUTawpGKtdbuIuKKmVZ1SFhCnOiDHCQEi4AVOcEYVS4vD2Qk4eLiVnQRo5C9JQa1Xk7Sxi7+bjfS7vcroJjw7mxL6+fqvZ1cbOxm+ZF57LjoZvmGac3Z1yWBjRoy8ZqY4hUh3D1vpNGJTy9x+nTSRIGcyG2s86P6IXtaRmRujcPtcYE3QjAaIRpWjA6TFjDMgkybASt9dOdcfXqKRgTNq5mLRzCVFPJE6/HPBQY9lKh7OMuMClmDRzaLYPzpMsiAKJCWHs3VuCKAqs33iUIIMGlUpBU1MHrW1WWtustLfbCAvTU17RhMvlwevxIokiXi9UVTczIcO/4KEkiURFGDCGBGIM0REVYSAqwoCkEAk2aDGG6AjSawjUBWAM0RFskN2JowWVWG0OOix2Oix29ueV4nb7VvI+G6O1taMYxQUKv0JHoqDE47UiCCrUCtmfsrrKCVSlYXOV02bPQyEa8HjtCEJfrliPp77zbwMAAioCAmbidpcgEIjTvgWd4UHs1i9QBSwA5MZmp+MAXmyAhCiFIzA0B61BlUigMo6ggFTiAnOxu5s53f4ZSfrllLZ/SULgEk62vkOgQn5bBgeMJVAZQ3Hrh5xp/5xE/TIabUdpsRcRok7D5mpEQOieJccYrkSh0eDyWIgLHLje81S5/JnjIuWUR1JMKIFaNYFaNcXlDbS0WSgqrec3qxbT1mFn6365WEKnDSAqPIgtn+yntbFnyVVWVENQaCDX/WQxpYXVfPhKZ32yFzJnpZKa2Tcos2L1Qta/vYsxZ80KOxq2sCLmRgzKIArb8zG72tlc9iXZwdMQEJAEBVvrv+qmq3ww7b840nqITbVfoBJV3BR/O26vm48r38Xj9c0hVGfZQaAyAZUUjNPThkeSE/RKUc+4kLvQKWOpMMuldULn4yeJGiK186i37qWs/TM8XgeBqsGVqfftP82Vl2fT0WFn774S5s8bh0Ih8eWGoyxZnMGZUnl53LW8DQ7WkpgQhlIhYTIF4fZ4uO2WeWzbcZLx44YO/n2z4yQtbT3aNGfK5fMHGzRcPD+dYwWV7NhXzBVLemRI1m48QpgxkHtX9Twruw+U8OU3x1m2aGgWD8Hrg0aiF7xW5xkkUUe74zhK0YBSlOktBUGJxXkKvSoTp6cJr9eNIChxe9rRB/QUMTvsnRVBXctEQUIVsED2Qb0uJOVYnI79BKiX4LB9gzJgauf59bhdRQii/IB7Pa1IisEjeM32fOzuVkLVE1CKclDDi4dmWz5WdyMxOplcqrrTh4zSyhHOGsseOdikndbrXAXUWw+TGrySeqvc7hOhkf2gWus+TJoLnyN2FP9n4DMfN6Rxfjf3MopRjKIXfBrnqM85ilFcoBg1zlGM4gLFUAGhC4PjfxSj+DfE6Mw5ilFcoBg1zlGM4gLFqHGOYhQXKEaNcxSjuEAxapyjGMUFilHjHMUoLlD8f/d0we2yL9QFAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from wordcloud import WordCloud\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "\n",
    "actor_wordcloud = {}\n",
    "for i in range(0,len(actor_high_score_df)):\n",
    "    actor_wordcloud[actor_high_score_df.index[i]]=actor_high_score_df['总数'][i]\n",
    "\n",
    "mask = np.array(Image.open('my2.png'))\n",
    "size = Image.open('my2.png').size\n",
    "dwc = WordCloud(font_path='/font/msyh.ttc',\n",
    "                background_color='white',\n",
    "                height=size[1],\n",
    "                width=size[0],\n",
    "                mask=mask).generate_from_frequencies(actor_wordcloud)\n",
    "\n",
    "fig = plt.figure(2)\n",
    "plt.imshow(dwc)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
